{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "conservative-state",
   "metadata": {},
   "source": [
    "# 人脸识别 数据库：ORL"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "classified-mobility",
   "metadata": {},
   "source": [
    "### 导入一些库"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "opening-jonathan",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.7.1\n",
      "0.8.2\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "import torch.nn as nn\n",
    "from torch import optim\n",
    "import torch.nn.functional as F\n",
    "import torchvision.transforms as transforms\n",
    "from torch.utils.data import DataLoader,Dataset\n",
    "import matplotlib.pyplot as plt\n",
    "import torchvision.utils\n",
    "import numpy as np\n",
    "import random\n",
    "from PIL import Image\n",
    "import PIL.ImageOps \n",
    "print(torch.__version__)  #1.1.0\n",
    "print(torchvision.__version__)  #0.3.0\n",
    "\n",
    "\n",
    "#定义一些超参\n",
    "train_batch_size = 32        #训练时batch_size\n",
    "train_number_epochs = 50     #训练的epoch\n",
    "\n",
    "def imshow(img,text=None,should_save=False): \n",
    "    #展示一幅tensor图像，输入是(C,H,W)\n",
    "    npimg = img.numpy() #将tensor转为ndarray\n",
    "    plt.axis(\"off\")\n",
    "    if text:\n",
    "        plt.text(75, 8, text, style='italic',fontweight='bold',\n",
    "            bbox={'facecolor':'white', 'alpha':0.8, 'pad':10})\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0))) #转换为(H,W,C)\n",
    "    plt.show()    \n",
    "\n",
    "def show_plot(iteration,loss):\n",
    "    #绘制损失变化图\n",
    "    plt.plot(iteration,loss)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "czech-tours",
   "metadata": {},
   "outputs": [],
   "source": [
    "#自定义Dataset类，__getitem__(self,index)每次返回(img1, img2, 0/1)\n",
    "class SiameseNetworkDataset(Dataset):\n",
    "    def __init__(self,imageFolderDataset,transform=None,should_invert=True):\n",
    "         #传入一个文件夹路径\n",
    "        self.imageFolderDataset = imageFolderDataset   \n",
    "        #传入一个transform类\n",
    "        self.transform = transform                 \n",
    "        self.should_invert = should_invert\n",
    "        \n",
    "    def __getitem__(self,index):\n",
    "        #index 自动有，0-length\n",
    "        img0_tuple = random.choice(self.imageFolderDataset.imgs) #37个类别中任选一个\n",
    "        should_get_same_class = random.randint(0,1) #保证同类样本约占一半\n",
    "        if should_get_same_class:\n",
    "            while True:\n",
    "                #直到找到同一类别\n",
    "                img1_tuple = random.choice(self.imageFolderDataset.imgs) \n",
    "                if img0_tuple[1]==img1_tuple[1]:\n",
    "                    break\n",
    "        else:\n",
    "            while True:\n",
    "                #直到找到非同一类别\n",
    "                img1_tuple = random.choice(self.imageFolderDataset.imgs) \n",
    "                if img0_tuple[1] !=img1_tuple[1]:\n",
    "                    break\n",
    "\n",
    "        img0 = Image.open(img0_tuple[0])\n",
    "        img1 = Image.open(img1_tuple[0])\n",
    "        #灰度图像，每个像素用8个bit表示，0表示黑，255表示白，其他数字表示不同的灰度\n",
    "        img0 = img0.convert(\"L\")\n",
    "        img1 = img1.convert(\"L\")\n",
    "        \n",
    "        if self.should_invert:\n",
    "            img0 = PIL.ImageOps.invert(img0)\n",
    "            img1 = PIL.ImageOps.invert(img1)\n",
    "\n",
    "        if self.transform is not None:\n",
    "            img0 = self.transform(img0)\n",
    "            img1 = self.transform(img1)\n",
    "        \n",
    "        return img0, img1, torch.from_numpy(np.array([int(img1_tuple[1]!=img0_tuple[1])],dtype=np.float32))\n",
    "    \n",
    "    def __len__(self):\n",
    "        #使用方法  a=SiameseNetworkDataset()\n",
    "        #使用方法  len(a)\n",
    "        return len(self.imageFolderDataset.imgs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "mechanical-boring",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "folder_dataset:\n",
      "Dataset ImageFolder\n",
      "    Number of datapoints: 370\n",
      "    Root location: ./data/faces/training/\n",
      "folder_dataset[1]:\n",
      "(<PIL.Image.Image image mode=RGB size=92x112 at 0x210D0888CC8>, 0)\n",
      "siamese_dataset:\n",
      "<__main__.SiameseNetworkDataset object at 0x00000210D0888CC8>\n"
     ]
    }
   ],
   "source": [
    "#定义文件dataset\n",
    "training_dir = \"./data/faces/training/\"  #训练集地址\n",
    "'''\n",
    "一个通用的数据加载器，数据集中的数据以以下方式组织\n",
    "root/dog/xxx.png\n",
    "root/dog/xxy.png\n",
    "root/dog/xxz.png\n",
    "\n",
    "root/cat/123.png\n",
    "root/cat/nsdf3.png\n",
    "root/cat/asd932_.png\n",
    "默认你的数据集已经自觉按照要分配的类型分成了不同的文件夹，一种类型的文件夹下面只存放一种类型的图片\n",
    "'''\n",
    "folder_dataset = torchvision.datasets.ImageFolder(root=training_dir)\n",
    "print('folder_dataset:')\n",
    "print(folder_dataset)\n",
    "print('folder_dataset[1]:')\n",
    "print(folder_dataset[1])\n",
    "#定义图像dataset\n",
    "\n",
    "# transforms.Compose()类详解：串联多个transform操作\n",
    "transform = transforms.Compose([transforms.Resize((100,100)), #有坑，传入int和tuple有区别\n",
    "                                transforms.ToTensor()])\n",
    "\n",
    "siamese_dataset = SiameseNetworkDataset(imageFolderDataset=folder_dataset,\n",
    "                                        transform=transform,\n",
    "                                        should_invert=False)\n",
    "'''\n",
    "pytorch中加载数据的顺序是：\n",
    "①创建一个dataset对象\n",
    "②创建一个dataloader对象\n",
    "③循环dataloader对象，将data,label拿到模型中去训练\n",
    "dataset：传入的数据\n",
    "shuffle = True:是否打乱数据\n",
    "'''\n",
    "print('siamese_dataset:')\n",
    "print(siamese_dataset)\n",
    "#定义图像dataloader\n",
    "train_dataloader = DataLoader(siamese_dataset,\n",
    "                            shuffle=True,\n",
    "                            batch_size=train_batch_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "standard-joyce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.]\n",
      " [0.]\n",
      " [1.]\n",
      " [1.]\n",
      " [1.]\n",
      " [1.]\n",
      " [0.]\n",
      " [0.]]\n"
     ]
    }
   ],
   "source": [
    "# 看看数据集\n",
    "vis_dataloader = DataLoader(siamese_dataset,\n",
    "                        shuffle=True,\n",
    "                        batch_size=8)\n",
    "example_batch = next(iter(vis_dataloader)) #生成一批图像\n",
    "#其中example_batch[0] 维度为torch.Size([8, 1, 100, 100])\n",
    "\n",
    "#torch.cat是将两个张量（tensor）拼接在一起\n",
    "\n",
    "concatenated = torch.cat((example_batch[0],example_batch[1]),0) \n",
    "imshow(torchvision.utils.make_grid(concatenated, nrow=8))\n",
    "print(example_batch[2].numpy())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "guilty-preview",
   "metadata": {},
   "source": [
    "## 模型和损失函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "demonstrated-folder",
   "metadata": {},
   "outputs": [],
   "source": [
    "#搭建模型\n",
    "'''\n",
    "对矩阵进行四周填充\n",
    "pad = nn.ReflectionPad2d(3)\n",
    "添加三圈\n",
    "pad = nn.ReflectionPad2d(1,2,3,4,)\n",
    "左边一列，右边两列，上面三行，下面四行\n",
    "'''\n",
    "class SiameseNetwork(nn.Module):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        #Sequential 一个容器\n",
    "        self.cnn1 = nn.Sequential(\n",
    "            nn.ReflectionPad2d(1),\n",
    "            nn.Conv2d(1, 4, kernel_size=3),\n",
    "            nn.ReLU(inplace=True),\n",
    "            nn.BatchNorm2d(4),\n",
    "            \n",
    "            nn.ReflectionPad2d(1),\n",
    "            nn.Conv2d(4, 8, kernel_size=3),\n",
    "            nn.ReLU(inplace=True),\n",
    "            nn.BatchNorm2d(8),\n",
    "\n",
    "            nn.ReflectionPad2d(1),\n",
    "            nn.Conv2d(8, 8, kernel_size=3),\n",
    "            nn.ReLU(inplace=True),\n",
    "            nn.BatchNorm2d(8),\n",
    "        )\n",
    "\n",
    "        self.fc1 = nn.Sequential(\n",
    "            nn.Linear(8*100*100, 500),\n",
    "            nn.ReLU(inplace=True),\n",
    "\n",
    "            nn.Linear(500, 500),\n",
    "            nn.ReLU(inplace=True),\n",
    "\n",
    "            nn.Linear(500, 5))\n",
    "\n",
    "    def forward_once(self, x):\n",
    "        output = self.cnn1(x)\n",
    "        output = output.view(output.size()[0], -1)\n",
    "        output = self.fc1(output)\n",
    "        return output\n",
    "\n",
    "    def forward(self, input1, input2):\n",
    "        output1 = self.forward_once(input1)\n",
    "        output2 = self.forward_once(input2)\n",
    "        return output1, output2\n",
    "    \n",
    "    \n",
    "#自定义ContrastiveLoss\n",
    "class ContrastiveLoss(torch.nn.Module):\n",
    "    \"\"\"\n",
    "    Contrastive loss function.\n",
    "    Based on: http://yann.lecun.com/exdb/publis/pdf/hadsell-chopra-lecun-06.pdf\n",
    "    \"\"\"\n",
    "\n",
    "    def __init__(self, margin=2.0):\n",
    "        super(ContrastiveLoss, self).__init__()\n",
    "        self.margin = margin\n",
    "\n",
    "    def forward(self, output1, output2, label):\n",
    "        euclidean_distance = F.pairwise_distance(output1, output2, keepdim = True)\n",
    "        loss_contrastive = torch.mean((1-label) * torch.pow(euclidean_distance, 2) +\n",
    "                                      (label) * torch.pow(torch.clamp(self.margin - euclidean_distance, min=0.0), 2))\n",
    "\n",
    "        return loss_contrastive"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "reflected-canadian",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([32, 1, 100, 100])\n",
      "tensor([[[0.5098, 0.5176, 0.5098,  ..., 0.4706, 0.4824, 0.4824],\n",
      "         [0.5176, 0.5216, 0.5137,  ..., 0.4745, 0.4745, 0.4667],\n",
      "         [0.5137, 0.5137, 0.5059,  ..., 0.4784, 0.4824, 0.4824],\n",
      "         ...,\n",
      "         [0.4078, 0.4118, 0.4235,  ..., 0.2118, 0.2000, 0.2078],\n",
      "         [0.4392, 0.4471, 0.4824,  ..., 0.2078, 0.1961, 0.2118],\n",
      "         [0.4314, 0.4784, 0.5020,  ..., 0.2039, 0.1961, 0.2039]]])\n",
      "torch.Size([1, 100, 100])\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## 训练之前看看\n",
    "import cv2\n",
    "def tensor_to_img(tensor):\n",
    "    img = tensor.mul(255).byte()\n",
    "    #img = img.cpu().numpy().squeeze(0).transpose((1, 2, 0))\n",
    "    img = img.cpu().numpy().transpose((1, 2, 0))\n",
    "    img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n",
    "    plt.figure()\n",
    "    plt.imshow(img)\n",
    "#     if title is not None:\n",
    "#         plt.title(title)\n",
    "    plt.pause(0.001)\n",
    "\n",
    "for epoch in range(0, train_number_epochs):\n",
    "    if epoch==1:\n",
    "        for i, data in enumerate(train_dataloader, 0):\n",
    "            if i==1:\n",
    "                img0, img1 , label = data\n",
    "                print(img0.shape)\n",
    "                print(img0[1])\n",
    "                print(img0[1].shape)\n",
    "                tensor_to_img(img0[31])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "stainless-crash",
   "metadata": {},
   "source": [
    "## 训练"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "becoming-lobby",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch number: 0 , Current loss: 4.5205\n",
      "\n",
      "Epoch number: 1 , Current loss: 3.4860\n",
      "\n",
      "Epoch number: 2 , Current loss: 0.7252\n",
      "\n",
      "Epoch number: 3 , Current loss: 0.7245\n",
      "\n",
      "Epoch number: 4 , Current loss: 3.2072\n",
      "\n",
      "Epoch number: 5 , Current loss: 1.6406\n",
      "\n",
      "Epoch number: 6 , Current loss: 0.7516\n",
      "\n",
      "Epoch number: 7 , Current loss: 0.5381\n",
      "\n",
      "Epoch number: 8 , Current loss: 0.1918\n",
      "\n",
      "Epoch number: 9 , Current loss: 0.3122\n",
      "\n",
      "Epoch number: 10 , Current loss: 0.6296\n",
      "\n",
      "Epoch number: 11 , Current loss: 0.4777\n",
      "\n",
      "Epoch number: 12 , Current loss: 0.1394\n",
      "\n",
      "Epoch number: 13 , Current loss: 0.1095\n",
      "\n",
      "Epoch number: 14 , Current loss: 0.2633\n",
      "\n",
      "Epoch number: 15 , Current loss: 0.1290\n",
      "\n",
      "Epoch number: 16 , Current loss: 0.1034\n",
      "\n",
      "Epoch number: 17 , Current loss: 1.2021\n",
      "\n",
      "Epoch number: 18 , Current loss: 0.0669\n",
      "\n",
      "Epoch number: 19 , Current loss: 0.1017\n",
      "\n",
      "Epoch number: 20 , Current loss: 0.3682\n",
      "\n",
      "Epoch number: 21 , Current loss: 0.0893\n",
      "\n",
      "Epoch number: 22 , Current loss: 0.1181\n",
      "\n",
      "Epoch number: 23 , Current loss: 0.1818\n",
      "\n",
      "Epoch number: 24 , Current loss: 0.0626\n",
      "\n",
      "Epoch number: 25 , Current loss: 0.0792\n",
      "\n",
      "Epoch number: 26 , Current loss: 0.0960\n",
      "\n",
      "Epoch number: 27 , Current loss: 0.0329\n",
      "\n",
      "Epoch number: 28 , Current loss: 0.0351\n",
      "\n",
      "Epoch number: 29 , Current loss: 0.0214\n",
      "\n",
      "Epoch number: 30 , Current loss: 0.0303\n",
      "\n",
      "Epoch number: 31 , Current loss: 0.0701\n",
      "\n",
      "Epoch number: 32 , Current loss: 0.0632\n",
      "\n",
      "Epoch number: 33 , Current loss: 0.0224\n",
      "\n",
      "Epoch number: 34 , Current loss: 0.0415\n",
      "\n",
      "Epoch number: 35 , Current loss: 0.0253\n",
      "\n",
      "Epoch number: 36 , Current loss: 0.0343\n",
      "\n",
      "Epoch number: 37 , Current loss: 0.0310\n",
      "\n",
      "Epoch number: 38 , Current loss: 0.0248\n",
      "\n",
      "Epoch number: 39 , Current loss: 0.0087\n",
      "\n",
      "Epoch number: 40 , Current loss: 0.0351\n",
      "\n",
      "Epoch number: 41 , Current loss: 0.0089\n",
      "\n",
      "Epoch number: 42 , Current loss: 0.0885\n",
      "\n",
      "Epoch number: 43 , Current loss: 0.0212\n",
      "\n",
      "Epoch number: 44 , Current loss: 0.0295\n",
      "\n",
      "Epoch number: 45 , Current loss: 0.0209\n",
      "\n",
      "Epoch number: 46 , Current loss: 0.0197\n",
      "\n",
      "Epoch number: 47 , Current loss: 0.0136\n",
      "\n",
      "Epoch number: 48 , Current loss: 0.0330\n",
      "\n",
      "Epoch number: 49 , Current loss: 0.0101\n",
      "\n",
      "Epoch number: 50 , Current loss: 0.0183\n",
      "\n",
      "Epoch number: 51 , Current loss: 0.0165\n",
      "\n",
      "Epoch number: 52 , Current loss: 0.0219\n",
      "\n",
      "Epoch number: 53 , Current loss: 0.0194\n",
      "\n",
      "Epoch number: 54 , Current loss: 0.0134\n",
      "\n",
      "Epoch number: 55 , Current loss: 0.0166\n",
      "\n",
      "Epoch number: 56 , Current loss: 0.0162\n",
      "\n",
      "Epoch number: 57 , Current loss: 0.0170\n",
      "\n",
      "Epoch number: 58 , Current loss: 0.0109\n",
      "\n",
      "Epoch number: 59 , Current loss: 0.0185\n",
      "\n",
      "Epoch number: 60 , Current loss: 0.0296\n",
      "\n",
      "Epoch number: 61 , Current loss: 0.0487\n",
      "\n",
      "Epoch number: 62 , Current loss: 0.0339\n",
      "\n",
      "Epoch number: 63 , Current loss: 0.0144\n",
      "\n",
      "Epoch number: 64 , Current loss: 0.0067\n",
      "\n",
      "Epoch number: 65 , Current loss: 0.0166\n",
      "\n",
      "Epoch number: 66 , Current loss: 0.0391\n",
      "\n",
      "Epoch number: 67 , Current loss: 0.0042\n",
      "\n",
      "Epoch number: 68 , Current loss: 0.0140\n",
      "\n",
      "Epoch number: 69 , Current loss: 0.0322\n",
      "\n",
      "Epoch number: 70 , Current loss: 0.0157\n",
      "\n",
      "Epoch number: 71 , Current loss: 0.0465\n",
      "\n",
      "Epoch number: 72 , Current loss: 0.0134\n",
      "\n",
      "Epoch number: 73 , Current loss: 0.0177\n",
      "\n",
      "Epoch number: 74 , Current loss: 0.0104\n",
      "\n",
      "Epoch number: 75 , Current loss: 0.0144\n",
      "\n",
      "Epoch number: 76 , Current loss: 0.0250\n",
      "\n",
      "Epoch number: 77 , Current loss: 0.0476\n",
      "\n",
      "Epoch number: 78 , Current loss: 0.0170\n",
      "\n",
      "Epoch number: 79 , Current loss: 0.0143\n",
      "\n",
      "Epoch number: 80 , Current loss: 0.0101\n",
      "\n",
      "Epoch number: 81 , Current loss: 0.0195\n",
      "\n",
      "Epoch number: 82 , Current loss: 0.0285\n",
      "\n",
      "Epoch number: 83 , Current loss: 0.0216\n",
      "\n",
      "Epoch number: 84 , Current loss: 0.0022\n",
      "\n",
      "Epoch number: 85 , Current loss: 0.0394\n",
      "\n",
      "Epoch number: 86 , Current loss: 0.0262\n",
      "\n",
      "Epoch number: 87 , Current loss: 0.0108\n",
      "\n",
      "Epoch number: 88 , Current loss: 0.0031\n",
      "\n",
      "Epoch number: 89 , Current loss: 0.0119\n",
      "\n",
      "Epoch number: 90 , Current loss: 0.0119\n",
      "\n",
      "Epoch number: 91 , Current loss: 0.0175\n",
      "\n",
      "Epoch number: 92 , Current loss: 0.0268\n",
      "\n",
      "Epoch number: 93 , Current loss: 0.0135\n",
      "\n",
      "Epoch number: 94 , Current loss: 0.0061\n",
      "\n",
      "Epoch number: 95 , Current loss: 0.0146\n",
      "\n",
      "Epoch number: 96 , Current loss: 0.0038\n",
      "\n",
      "Epoch number: 97 , Current loss: 0.0082\n",
      "\n",
      "Epoch number: 98 , Current loss: 0.0212\n",
      "\n",
      "Epoch number: 99 , Current loss: 0.0172\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "net = SiameseNetwork().cuda() #定义模型且移至GPU\n",
    "criterion = ContrastiveLoss() #定义损失函数\n",
    "optimizer = optim.Adam(net.parameters(), lr = 0.0005) #定义优化器\n",
    "\n",
    "counter = []\n",
    "loss_history = [] \n",
    "iteration_number = 0\n",
    "\n",
    "train_number_epochs=100\n",
    "#开始训练\n",
    "for epoch in range(0, train_number_epochs):\n",
    "    for i, data in enumerate(train_dataloader, 0):\n",
    "        \n",
    "        img0, img1 , label = data\n",
    "        #img0维度为torch.Size([32, 1, 100, 100])，32是batch，label为torch.Size([32, 1])\n",
    "        img0, img1 , label = img0.cuda(), img1.cuda(), label.cuda() #数据移至GPU\n",
    "        optimizer.zero_grad()\n",
    "        output1,output2 = net(img0, img1)\n",
    "        loss_contrastive = criterion(output1, output2, label)\n",
    "        loss_contrastive.backward()\n",
    "        optimizer.step()\n",
    "        if i % 10 == 0 :\n",
    "            iteration_number +=10\n",
    "            counter.append(iteration_number)\n",
    "            loss_history.append(loss_contrastive.item())\n",
    "    print(\"Epoch number: {} , Current loss: {:.4f}\\n\".format(epoch,loss_contrastive.item()))\n",
    "    \n",
    "show_plot(counter, loss_history)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "worthy-insert",
   "metadata": {},
   "source": [
    "## 测试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "forty-termination",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAAC3CAYAAACxII3nAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAACTgUlEQVR4nO29e4xs2XXXv6qqu+vRfe/cGdt4HA+eMPFMZjy2MgFix8RYjI1CDIpiiCDCMRY2DyNMBIosOZgAwbEBQwTEcqy8Y2EpKFIefiRgA4rHE4ItkiCZEM/4FZFgYDIez53bj6rq7tt1+OPy3f053177VFWPZwy/X2+p1NWnztmPtdf+ru9a+3F6TdPERbpIF+kiXaSnJ/W/0hW4SBfpIl2k/z+lC9C9SBfpIl2kpzFtfKUrcJGe2vSsZz3rwcFg8LyvdD0u0lOfTk5OfveLX/ziy7/S9bhI3ekCdP8/ngaDwfMeeeSRx77S9bhIT3269dZbL4zr/wPpIrxwkS7SRbpIT2O6AN2LdJEu0kV6GlNneKHX612sJ/t/PD3zmc+MX//1X7/9K12Pi/TUp5OTk4sx+39JapqmV/vtgulepIt0kS7S05hWnkj743/8j8ett94aTdNEr9eLfr8fJycnERHR650F9V6vF9x40ev1otfrxcnJSTRNE03TxGAwKNebppGlbl2LiFgsFq18IuJM3l6PxWIRTdPEYrGI4+PjuH79ehwfH5ffVYfr16+XvK5fvx4REYPB4Ew7lI/q0u/3o9/vt/Lr9/vR6/ViY2OjyEj12NjYiI2NjdJmPaO26tl+vx+DwaCVP2XiMu73+7G5uVnk2uv1YrFYlM+DDz4Yz3jGM9I+Vbv11/vM5fvlTKrruvednJzEtWvXyv/j8bjVD135ZO1V4nfXOz5b03V/1uXYtQkpy9Pvp85QJnx2MBjEbbfdVvRCeqt2UIeox/479ZFJ1zg+pM/9fj/G43FsbGyU/E9OTuLw8LDUYTAYtMa8ytTYPzk5KeNRY1Mfl21t/G9tbZXP5uZmKtdsHHmennf2rJ7p9/uxt7cXv/3bv33m+SytDLpf9VVfFXfcccdS0CWQZKCrDlBl9VEnOehmwsjAgR1JZTs5OYn5fB7Hx8dxeHh4puOOj49bnRwRsbGxcQaIBNqqo8CR7VZbNjY2Wu2KiNja2oqNjY3Y3Nw8A7oOuAJn5eGAy/8Hg0EMh8OW8ZASLxaL+PjHPx7D4bDarw4olKu+E/z9t6c7qY+UNJCXpZouKamNmTyWASbl9uUGXQfYxWJxBrTYhu3t7QKMGgcapzROvEbwIOi6MRNgSt4iGLp3e3s7tra2Sj019gSo0u2MRAhcRWw0No+OjuLo6KjVD/rd5SfQHY/HMRwOYzQanSkre86vs/+z53gfyeOq6VxLxjSoswroeyZYdqxAwgWo+/iXyQFAHazflOfR0VGxtPP5PI6OjgrAsr608vqujtf/JycnpeMj2qDs9dZzUlzVi0bAO0gsVYC9WCxa4C0ll9wFysqvpoSrMMDM6qusLoX7SqXz1MUBN2OtPqj5l/q8anLZdT3rv6k8B1wnI1lZ1C8aZj4r/awZGII7y+ZYyZjwYrGIjY2NGI1G5ffxeFxIi/S0ZtRENDiGVF9nu5QVr02n0zg6OoqNjY24dOlSbG5uxmg0OiMDB9msD7LkgLyKYfZ07nW6GZNVpVah5DXLs4ziR0TLIvd6pyEL5idAIijR7c6AKrOmel5K48zG283BIuse0WZoVAAOZjJ/Z7ieNxV/mcHrYlLLZP1/W6oZiVoi4NaMe6Z3NUZUq09NxuuALZ/pMnr+OxMNvuuCrjHslTF01iFri57v9/tx/fr1kr+IFJkyww/0JlaRowgIDQENYRb+4bgdDAYlxCBP041FDX8yPav1w7qgu9ZEWobyDgqZO8znKET+njWIneVlbm5ulo+YHwUg0KWF1TW5LMfHxyXeyw9/m8/ncXh4eOYeATqBnR8vW//TCDCcoHaoLbL6aq+uUXF0j8uRyunyzJJ+e8973hPPfe5z47nPfW48//nPj1e84hXxvve9r9x39erVuO222+INb3jD2ooWEfEX/+JfjNtuuy2eeOKJlZ9pmibuueee+OZv/uaIiPgH/+AfxDd8wzfEQw89tPLz+vv2t789XvCCF8SnPvWpmM1m8e53vzs+/OEPnwGXLk+LSfL86Z/+6fjTf/pPxx/+w384Xv7yl8cP//APnxkful//f9d3fVe88IUvjNe//vXl+u/+7u/GG9/4xviGb/iG+FN/6k/Fgw8+2CqH3/2vgw5JBesiHeInM/KZTDxvzpecnJyUcMB8Pi/jhiE5geDm5uYZl9zJhuYqNjc3WzFanxdhHaX3CiUeHBzEdDqN6XRa6lEztNn4yMZL1zhaNT0tO9JUSbosXdaUgELrKOuqDnHWTFDLwFEgmIU0VD8OOL9XdXKwi4gSDtBvekZKTeXOPpubmyVv5cFrrCMn57yenKisMQqXuf4KyN7ylrfEcDiMH/mRH4m//bf/dgyHw/hzf+7PRUTED/3QD8Xzn//8znxrLPF1r3tdfMd3fEdcuXLlzPO1dHR0FP/4H//j+Kqv+qqIiHjooYdiMBjEHXfcsXIecm//xJ/4E/H1X//1ceedd8Zv/uZvxnve85544xvfGK961atSmXWBHb//0i/9Utx///3xzGc+M370R3803v3ud8crX/nKuOuuu1r1kG7/i3/xL+ITn/hERETcc889MRgMYn9/P97whjfE9evX47u/+7vjJ3/yJ+Otb31r/Lt/9+9iMpmUdrinldUvI0IMy0kfKRuFC6VPNRaXESb3NMm2NYF2fHxcxofiugJP5UEy0TRNHB0dlXs0WSxg54RbxtYjTvFAJGs4HMZNN93UGYPt8i4yuZ8nnXvJWM0dq1WqCwT8Q9eEHeVAHBFn2KU6pouNZvVwlpwNwNqHYMn6MiZLBrvqxxkJf6OMMhD3PllFWR5++OGIiPgLf+EvxF/9q381/sk/+ScREfELv/ALEXGD0b3pTW+KRx99NL70pS/F61//+rjnnnvia77ma+L++++PL3zhC+X6C17wgsKWv/CFL8Rjjz0Wr3vd6+JDH/pQRES89rWvjdtuuy3++T//53HffffFn/yTfzJ+5Vd+JV75ylfG3XffHT/90z8dEREf+chH4k1velOp28MPPxy33357DIfD+Lmf+7m4//774957740Xv/jF8Q//4T8sbfmWb/mWeMlLXhLveMc74qUvfWn81m/9Vvy1v/bX4n3ve1/86q/+arz2ta+NiIgf+ZEfiXvuuSfe//73x7333hu/+qu/GhERH/jAB+JFL3pR/PiP/3j82q/9WrzwhS+Md73rXS19UHrve98bf/Nv/s34zu/8znjhC18YETfmBTKW++EPfzh+5md+Jl7zmtdERMQLXvCC6PV68fM///PxyCOPxN/6W38rvvM7vzNe/OIXx+7ubvz3//7f075aBhoR3Z4p9Sf7SK9rycM2HFs+HjMP0QkO83Uc4BhyT5DMmN8FkGK+8/k8ZrPZmbkdgmnN4HbJPfNolqWVme6yQZsJrsZ8aA09LKEOp3AjorBclsFQwPXr10sYQO5FBsJdgqWyKGUz95zoUucTZL0T+v1+DIfDVmiE7FfXyELIdJmXGEHTNEU2DK1QybNYt/cDvYTPf/7zceutt8bly5ejaZr4A3/gD0RExKOPPhpN0xTg+9qv/dp4z3veEx/72MfirW99awyHw/j4xz8ez3zmM+Of/tN/Gh/72Mfi7/ydvxObm5vx8Y9/PG655Zb4jd/4jYiIuPvuuyPiFOAfeeSReO5znxuf/OQn43u+53vi1a9+dfzgD/5g/Mt/+S/jNa95Tbnv7rvvjv/5P/9nPPHEE/GSl7wkIm4sF/srf+WvxGKxiPe///3x3ve+N/7sn/2zcfvtt8fv/M7vxGKxiM3Nzfiu7/qu2NraitlsFnfeeWfccccd8Yf+0B+K3/iN34jv/d7vjStXrsSLXvSiiLjBpF/60pfGj/3Yj8Wtt94ar33ta+Pnfu7nIiLirrvuSgeYVof8h//wH+JXfuVX4r777ot77723yFmfhx9+OP7u3/278e53vzs+8pGPRETEvffeG4PBID7wgQ9ERMQrXvGK6PV6cfXq1dbzWXJWRpbI8SJAciNMoy1dqU3OMtFjVWKcmHVRzJcTv8fHx2c8OOXLRL1WGRsbG6Wuivn2er0zIO7Mezqdxnw+j16vF5PJJC5dunSG8XZhXOaZnzetHV7oCoYrdSkJAU0KRUbIa3TVlSfDBwJXuRtaniIAJohmM6c1K+f18/to3X3dYUS0OlMKz/CCYloCVWfvbKviYbWQAY0W/+fvXV6IZPv5z38+jo6O4s477yzP/87v/E5ERNx+++0RcQOQrly5Es95znNiZ2cnjo+P4yMf+Uj8kT/yR+Jtb3tbjMfjM9e///u/P8bjcXzqU5+KiBvgefXq1XjkkUfivvvui3e+853x/d///fHJT34yvu/7vi9e9rKXxbve9a64+eabS5kRN4D+P/2n/1S+z2az+MQnPhG//Mu/HIeHh6U9/X4/PvvZz8bJyUl8y7d8S7z5zW+Opmni3/7bfxsRN4Dzec97XhwfH8dwOIzv+I7vKDr2+37f74uHHnoo/vW//tfx3/7bf4u3v/3tMRqN4jWveU38+T//54tb7HKNiHj/+98ff//v//342q/92vihH/qhM8ZyPp/HX//rfz3+zJ/5M/H7f//vj//6X/9r9Pv9ss74c5/7XDz72c+OZzzjGdE0TXz2s5+Nra2t+Oqv/uq0L10H2H66/NJ/6j3HMENndPGduWaExXXLf+fchf7KGJBg+fOUna4ToBUaiYgWm3ZjkJGq2WxW8hyNRrGxsdG5pLLW3qydq6aVQTcbzBHdrmtWSS7vUp50a/Qc3Qd3++UyKFajgD3Z7dHRUTqpUGtPVxtUDxoM1SljImxbFtMVK97a2jpjbTkj63E2Nxgqy+XGZ5jcG2ESuCkO2TRN/NiP/VhERLz61a+O4+Pj+O3f/u34g3/wD0bTNPGmN70pnv3sZ8cDDzwQ73rXu+KBBx6ID37wg/E3/sbfiFtvvTUeeOCB+MEf/MH46Ec/Gh/84AcLY73nnnvK9z/6R/9oKbvf78c3fdM3xcMPPxxN07QY8W233RaXL18uwH3nnXfGe9/73vg3/+bfxBvf+MZ48YtfHG95y1tid3c3br/99vjgBz/Yyj8i4rOf/WxpX9M08bnPfS7uuOOOFgO877774qGHHorPfe5zcffdd8e3fuu3RkTZXnsGSEUifuAHfiB+6qd+Kl75ylfGO9/5ztjZ2SkyPD4+jq2trXjooYfif/2v/xXve9/7WpOTf/kv/+V44IEHommauPnmm6Pf78fDDz8cjzzySHzbt33byoCgpPZks/zUG4JlFgZxkCFpqREV6qsAVqCUuf/0djP9zoiIM2TmlbWF15qmKWv1VZYm6LpCKS5r1vM8aW3QpaBYiWUVcJDa2tpqVZ4hB93vrjJXGiisoDW4vjpAs5WsLwVLxqwyGXt1oHMGoDoqf4ZDBKaaedVveoYLxJXcQDhAZqsRJE+uatASGS6XyRhJDXR3d3fjp37qp+JDH/pQ/Nqv/Vq86lWvim/91m+Nhx9+OI6OjuLuu++OL33pS/HWt741Xvayl8X9998fn/jEJ6LX68Vjjz3Wuv4f/+N/LEbl05/+dOzs7MRzn/vc+Pf//t9HxI14ZkTEpz71qbj99ttjMpmUetxzzz2xv78fX/jCF+KVr3xluS/iBnAKWBeLRfzyL/9yPPbYY3HvvffGxsZGfOYznyn3qZ0E3WvXrpVZ7Q996EPxTd/0TXHlypX4+q//+sKIf/RHf7TU/eUvf3k85znPiQ984ANn9Pwtb3lL/OIv/mLcdddd8apXvSoefPDBuPvuu+POO++Mn/mZn4nv/d7vjR/4gR+Il7zkJfHud787er1e/N7v/V687W1vi5e+9KXx3d/93dHr9eJFL3pR/OZv/ma8733vi5/92Z+N4XAYb3jDG3wYdSbpYaY78sqUOBlM/adO9/v9Mk5lQDS2CHIO5OqXXq8XR0dHZ/Ai4hQ8JWPqv37njjKxXbVPOu0hEnm4NJSs02KxaHnHWlOslRKso6cuYrYOAJ97c4QKW5YcqOliZ6xXie5RBro+WUawcoBiXTKGSxdLiitXiy6Xu/HZRB//bm1txXA4LMyWrlKtLhFxRgH5m/cDPwzFrKoEuv/Tn/50RET8/M//fHz4wx+Or/7qr46/9/f+Xvylv/SXIiJa8dzd3d34whe+EO94xzui1+vF133d18Xb3va2MvHz9re/PXq9Xtx3333xjne8I5qmic985jNx7733Rq/XK3m94AUviEcffTQee+yxEqclI/70pz/dYr2f+tSn4lnPelbccsst8e3f/u3xn//zf45f+qVfile/+tWlbk3TxKc//eno9/vxNV/zNaWdn/3sZ+NZz3pWXLlyJZqmiVe84hXx4IMPxvd8z/fERz/60YiIMgn2spe9LF760pdGr9eL//E//kfs7e3FH/tjf+yMTJumKc9+5jOfiTe/+c0REfHP/tk/i7vuuqvI9J577onbbrutbNF94IEHIiLiG7/xG+Mbv/Ebo2ma+Ef/6B/Fm9/85njnO98Zd9xxR/zwD/9w3HXXXVUdyIAu4pTpcnWCr2d1YFV+GZGiPmlcKL+a95XpGPNjvRh79rpyjPiuOme0bLfu5Y5ZL0NGhIYhC2dmcq7JftXU63qwhxOLXve615VtwA4eywqXld3Y2CgxLAqfSXkzVpMtA9OkmSyWOkvra7OQAmdBld/+/n65VwA5HA5bgK9OyEIFXN7Ftbabm5sxHo/LfvTMihLwZWRoRHRWhLNUKjhXb0REAX3FjX/iJ34iPvaxj50B6JpxcvfS+8b7zJU/y4d6wOfP454dHx/HY4+dnsl+6dKl6mqNGqv3NkRE/Pqv/3r8q3/1r+KjH/1o/OzP/mw8//nPPwNENXnwd7rQ/M3zyAa1+p/zEK7H2XhRPt/8zd8cz372s8/M3nN8RLRXLjDE1bXskPrma9ZJpjzxOa83ww5bW1vlPrZR40n15uTyfD5PdVoYMZ/Pz4QdhA8K+2xubsZNN90Uk8kkxuNxmdCuEaJamx5//PH45Cc/yfuryr3W6gW3avzwd+8oX/7E7X4SpkCGCkK3XcDd7/fLfU3TlPW6KlcuEuucAZJ+39zcLMojtkiWIPdKjJcxWcZlh8NhCSWoM0ejUWvSzJkslVvlaTAwHkYg5jMyHgqlRNyIUUlGjIezP1RWbUAwLQPGLoPrBsINNOuwalrl/lVAl3WfTqfx+te/Pm655Zb4vu/7vhbgLgNb1cnjlZkB4vdV8iSDq4Ft1ubFYnFmIlr6piQ98vNEIqJFipjIjunReZLeMqRB4yI94HyGG2R9l95z9UM2Aaf2kLGqDlzTS+DWb9PptDWh7evwl8l+3XSu8IJb6VqSENggKRMVgktLqDxkMB5TVb7MR5bTXSt2Mpd2RdwAYsaI3eVS3tzuKOYqYNV+c+6g8T3fDC/41uSMMbFsl4uep+KQkdcGbMZKMxDMAID3LOtvz2tZuV/OVANcrxvTZDKJ//Jf/ktKJkgqsmdr92fJdYt1Zhm18eUyzfqL7ZTe6R5nsGTStfr7SgcaFv3u8u7yEGqG1scACYrrsq4xBk2ixrGdeQyqvzxiTcgzfr1KOq8un2siTf/ze5ay2V41lIDJmK1+5wJtslXlw+tbW1tnJrgiTl0hWl3GW2WFCbouQK6vVf5ktDpZaTKZnJlI495x5c1wgCYA3RpTQVzZpVB6npMDstq81ycLmTIwZp/6IFyXldYGzrI6nDdlgOuA5PcTPGrgWQNvGrcaw83yrrWXvzvIsP5dstK90nsxQ5KRiNNJs16vV/RQjJcfZ7JuSKXjXFLm8WIHOwd57zu2hURD9x4dHUVEnJloi2jHcVUHebMR0VojrLGjlU+6V+Pb21xLzoyXpbWYbk2Bs+9kZ/yN521yRp8rFSRsCafGWqRI7BjWQZ1PZpjt4KICCPyVFFbgGk0pwNHRUQkbENBZd3VsdvAOY9R+RkRXYgjGQZnlOUOuMdZMoWpK1sWCs2s13ch+ezLA60ZqXcayChuvAW7t+Rp79HbWBrUDtNcre85lTyOe1YNsuDZmOdYyA+DLtvisEkOJWaox4q71wQRYxwZvRwbwvEb80bhdBUiz/l2W1o7pZgOqNmh1L3elaN0hFYFra3msolYPZIxD+XEZDC2j/heTZtA+24QhxdP6XyUdE0cDoZiy2IgsKSfRMhD0WK5PSjhjYGf67h2XNd1WhhvcWNWeX+W6K7H3c5aW/baua5bV0cFlGcNl+V0MdNlzDrgZmNbyzwCG1+gV8BkH3AxEeY3hON3jIQ7pLckA5xQYIuN11ntjY6MVH6b8nLF3hSy6mC/lorHCtvO5WnISwhCF8EcTe1m/PVl9jXiS24DV8e76+3PqIFkRnrnZNE05lUg7yiLaJ9rT4pDFSWgCOT/QhoDogXZONKgMgRdjX/p+dHRUFMNPZlosFmWLocsnA1EyAoKt2reMqbHtesYHH+W3Tp86sNaYVNfgX1Ze7d5lv9fqrOtudLvkp79dAyszfgQHhs+yPAluXUw3q5sDMecmsmdYZwFljSS5TvpWYN3bNDc2E/jmJZVB71EhNYW6vC1cncNxqN/l/jvwSuZk2JJtNk7cwDBPhQ9E8jjJJ9A9PDyMXq9XDkDnPTV9coa/LJ37lDF2KDsqm/Vz4dBVIcN1C0vB0mWg4P3MA2eLBFLO0jLMwPu40oCDODMAqpPyrilB0zSlPLYjIloMOJOxy0/19IHmYZLaDDRTDWS8j7sAlv+vApbMIwO3ddMylnveVAM3/e1ir/5bJh8H1y4ZZIxZ12vPZX2psUUdzNilkoewsnGocUomrPAcDYaAk89kYOm44rq2SnszEkCiQvDXbySG+pBYeT+xDuvq3JM62pHKrkR25QOhaW7sd9ba1b29vbIziK/lIDBmQibDHQ6HZ9iqC4YH3+h3Ti44sHJb4Gw2a60X1l/vELY1czu1lItKu1gsWjtsajLj/Zr0kOJQHso/izNSHsv61P9fFVh5DwE1Y1v+/3mBlwN5FeXPgLMGgP6cZFuL49Y+y9rl5fm9ZNQ1eel/naHgBlvfSTT0vPSaOuiTWHK7VR8f8/3+jUOdtOlJz2bnWZNweLvJuOnRsixvc5dcdY/qwPi18IDjcjqdtlhwRHSeueEkapW0dkyXccpawyUwDztwXZ/AlsetcaE1t/DyQBzFl/SdrJWWm4om0KW15SDSfRIuO3Y4HJZOYLyZMeJlA4yWlPc5UFIZaY0lR/7loGOePmOcsSt+72Jazh6ytvH3Gmhl7KD2+7JyagxnHaVfFwBpyHxFDu/h95rca+WsUsdsJY/rAVe38HeOA7aDgEF33+tBw+YT1vTySJTo0ZL8+HwDgXEZgxUGsY1Z8t+8PGFIFpLS4VlqCyfdM6NXIzi1dK7VCxR8dg+D8RHtA74Fuvv7+3FwcFDOThClF/Pj620EiMyDguBEl8CY7JA7Z7yjCVJiuK6IXNGgvCJO3wkl4I9oz64yUaHIsmk89Bx3pBFg3eixDfqfLKbGeB0QnI2qrBrrYx7rAnMtnZfpZuXXUsZMa892Mdcug7Aqu621o9YPzN/JA58nQ3O2S53xreg0/E6WHLAcqHq901f1aCml8iQxEuBGtI9RdUKXycbL9nqxHd4G5eH11lihByy8mM1mRR5qT63faOxWSSuDLoGlK9ENd4XZ2toqAHbt2rVy8ATf0uudEXFj8TqZLgFOM42cGCNTFth5uEICI4Cp02kBxXK1s8x3evkaSHY6O56TKqqrQiMcOP6sMxh333wwZe7OssFfY7r+W+1ZJg6CLHm7+Nyq9fXy/PlV6pnloe8+AVZjufQu1gXcDDC9vm743CPKQEfeGtkkn/VQGz02ttPbxHo4gOk3AdXx8XHLK9XYEwhTR7XiQfXJyBxJGPvAY8SZfLyPOWa8P9kWAa/aok1Q7J91CYLS2jFdH9CqQGYFs8EvpqjXovNVIb3e6QYExnMoUHYmfxfwZTPKHETeFoYLqEQEbN7LDhdAU9k9X5VLQ0EDoTbofi4f88k73U/j4WzBFW04HMb999+/cr+yDRkonIfFuVHxfPx6l0IvFovY29sr/2fbUFepS1cbnFl2sdxVwDbTu+z/muHIQDb7n/pE1uoz/T5OGbbiOKMXmOkX68aJsGylge7J5OaG3b9nel2T0zLjm2GSM2zdI6DXslEefvVk0trhhRrokqF6DJLPaNLs4OCgdLxO+eGkVkSUpSjD4bAE6emS07pzDTDrpMQ9275qQfXm7jB34RVKkNuv+5VozdUGlskPgUL3aYJM64RVNpfEiYVxG7OUQ23gGuOIaAFuTSn7/X5rV15EtM6KcCZEQ9jrnS6L83bqQCF5CWqrQj0bGzdeky1Zi1VMJpNy+JCnRx99NH7yJ3+yGOXnPe95ZY2oM2zJS2Wpj3gMJs+00GFH8pxGo1H5jMfjlqcl3eRpcm5IaSR9/BCkeAgL+0TPzGazM6+70bGmeg0NZ91rfS0A5vZYhbBqq3vcmLjRVL4Rp2ebaOwxREhPkPJRnsQKkpUslMFE+bJ+fq8bBP6mZaX8nTKcz+fFo+bEPcfoOmltpktmqIqrw8i4yMDk1uiNDjywhh+57mqgPgJchg/40kayUyq6DwAJO5vAcrClgus5tYdn9VIZslABE4PxAqDaDK7LkOdCaNATjGm0aADVP85qqNCqr+q4WCyKonn+NHjOmigD/TYej0vbeCyn6uUGRHLJBk9mMNxLkV5mxsH7hn3IHYV807Trke7hx+N5yp8A5DrhbWY73XAQtF3PGJeU0WLc1FNWB8nBd1BS9z05iKk8Eg2upOA745ifj6OM1Tr5UR6ZgeMzLlP3qvx5GSPHpfl83rpf5I8yyGRdS+dmuhQMO4m/+yaDk5OTVlghy1dAIrAV8PoKBk6qOYATZFlHCY6W3HeaSYgCVh50w/ucCSu5C8q4k+rO9cj6TUBLYPZVDMy/3z991QtZqBSeZVPGzv6VP9l/RJQ3saq+Ag8dwVcDXRpZGU/G12lIFosbC+nVlxnoctBkhsx1MjOC2SSHylEig808KuZJ4HVGmOmCz/bXwg21674Jhu1R/iQVMpy+dIyg6ssxOYfhQFdrF+ukPKgDni+f17POZL0Ps7pI11gXDyG6vjizrukJy9NY4Xm72tRF5s6+WiWtDLpEc3UoG0aLRfSXgBTH1cEsVAi6VaPRKIbDYWxvb7cYBw+pUSiBRzUuFosinIiz8U8pgguargEP0CDj9Ti1Kwvzd4DWfWIhm5ubrYNqvBy6iTwF309EOjk5KbuFfDUHWZkrv8qQrJqmaTFQHfDDJXy6V3IWo5YsCapKAmcBgiYhm6ZpbRkVo/YwANmXUgagmTvtBpVJuuqDTSfDMbxAwy4dpNdVi+MT+FTHbNImAx1PlIkmqSQX1UuylYFUeTrIRaSE44IhAfWh+kpExl3+jM3Ri5Bc2efSMeWjsZURM8rGyyDrJrlSopGXrrLdqqPCZl62gzfbSs9BISmfVMsMey2tvU7XGW4XCOk53eugzHiaOtuBlmyCDJehBheYdxoHV+Z28r6MLXu7Mhck6zhngRyolJuzQBklKb8GEWO3jJ1nVr1mgTM3S20iOLCdXDgvACCzVb5enoNMJh+uzY44jb0fHx+3JkYzNpgZd+VVY7cOAvR8fAWMe1YMJ2Qg6u2uMXAHnyx5fgQDl4faRY9FuuFsN9MDsjzdR8Akm83a4+NIesRwX6aHrH8GuplMXbZMxJLac2T73mb3NLyvREwUhpCurMNyI9YEXbd0HjtkA9gp7lYqL8V3I24wo/F4XCYteDyix9rcrROb9eMR6Q46I3QB1wyHD1KCEeXBNrPTlSff/CsWGBEt8CQTFZPVxJqWr7CuLINsVilzeaV0ZJNermTq5/SenJwUZsXkCu0A6P1BAHFjpjggw0l8xtvECbRlgOjPClx0nB8nxFRXeVjOfrM4rspwpuu6RB315yiTzHWmoWFISm3nudDuJRCAffmkgyBDXC7LDMg5Tth2TiR7uCcjaE4klLy+LnfJi2Exn8RWvtJpyYfekpL3n/plNptFRMTOzk7RNZ+DWJbWDi8QnMi62DF0kwU4rPhiceM99Hp776VLl2I8Hsf29naMx+Oi+GS4y+Jo/X6/7B4TmLiwmR87g4OADJzKT4tGRqxEBWL+PuAdxBkLV5K8hsNhkeNwOCzu/3A4LICcDRwaQpXDAa4B6zG4zc3NkifboEHMWW/2OUHX20d5ctVHtgtRz0yn02KYdPCI6uyJMtfH5ZF9V3u6vCvJmmEt6l0G4lnckF5VDegcHByM1D+ZzlF+BGBOBCosRfKjPFy/ZTyVn+pIg+oGk3XifE22zIqehP5nPh5TzVImS/fQpKO9Xq8lCwE428M8a2xaOkxPjGWvmtYOLxB0yfhYMMG4aZrWUjA9pwEoUM6WhWVunncYy5UQMoWgUnuYgZ3t4ORsw+XBNlNpvSOywehsVfUUcIiF+QHMuoeHT3u9vM+oxC4TllsD8ixfllmLZ2uAcoUL49ZkJpKRrmuJXuaZMLGP2E9ki35N9xJk/eMTajUvKatbpnu1Zxx0nUUSvN0lzpgmwUPjTff70igHHa8H6+7hN+bNembsmORGsvQzDfjX9c3LcFl6eRxPMrDe9xx/tXowqb1cS3+etBbT5cAhg/HYjSaBtGZUisu4yPHxcXHrrly5EuPxOHZ2dloTZGQcnMyg4lMJOGnm8U9aVQq+BhTMx60ff1cHZUqm8nQP6yuZyqBkLorK0aA/OTmJ4XAYk8mkrNPUX/WDjtWjUax9sskR9RNdVLHOzOgpDx3bKVkwnKB7FCrR1m8psOQkViu5T6fTmM/nxSBnSfLjCpdlg0HPyNjzECZd06SZEwAm9rNfj2hv8JE82LcZEPP+jNA4O+T44wSf2qcxo7Xxzng5iU0myG3vbJe32cNH3h6CnxJxJGt7xuYzgOySI5+NiDJhqzAfj3z1MI+Pa+Yjeezt7RVsWjetzXQJtD6AVcHsN4/rqsKj0ejMsjANVp+hdbbhneGWLKIdd2a8stZRdD8yRqd7loFuxrCZB8utMRwOVl3TaWViCTykR/eKEdObYBzX+0htkrwi2idAsSyWp8S8yCD1Xf0nJVdf8n6115do6TwOl6uSx+9c9p6oH7WwQjZh5v3LlDFqlk9D3VWvDMz0PPuXQJd5UM5SJWeSI4Iex4jXx9uQ1Vv9UDMUfq/XkfXPxlHGbrvkXruX4QF5k7Vx63Lg7yI3IpZa5rpqWmudbhbvrIETBwDZphjo5uZmTCaTmEwmLeD1kIKW8nBwOUCQOUpQHLxiTmJvi8XiDPBmCurW2wGeicrvgOa/+4CqxbTIenxyR9ekRKqvwg5+kHRXGILsyUFXYCvmJPm7R6A6k+1y8lJ6oPax7zJDq9/lEXmdWTeBJhlLlrxe3IBDY5aFuLx8B1Dew/I8+XMZOCo/L08GiwAuIM0Ad7FYtAxmxOlbIjSfIsPmXpGTFvcgnFRwzLi8vQ9qKTOYGRBmRMjzzwCcHpnkonpnfet5Uo+n02mMRqOyznydtPLdjMd5g72zpLxyiQnUYhjD4bCsVlAsl0kDkPFcsg/d43GmiCisytklJ2083JAJmKxC12odwr8Z6GYW1V0uB149R8XmNVlYlqk1sAISrYLgmRd+6pryVNyLA4gTKppQygaS8mEMNCLKW1bV79QV9yjk9rKNs9ksBoNBbG9vt8pRojstOWSTc9QrhhW4LpeGRd9dh9wQO4vNQN91I5Md+zHz1DTYaaRqbNQZIPtNKzSkEwo3aGJI8nOdrBEtD6GwX2kEu4wh+9tTLYbNZziW3CC5jHTdt8sTgLvKoqd4eHgY+/v7MR6Pl7aPae0lY25lMuCtAUrEKSPgrDHZKwHG/7q7R4vuwnHwovLQensblYfn5b+xPP/uTNyfcRlRbq4ozoS8bjRO3h9iMb1er8WIJX9ucJGh5HPqO5VH9se2OZCyPjLUGvT0WHQ/BzQ9DNWbYQlPDC0sSyQEZLS+27ErpLAqk83u8bGTPZ/1r+uy2q37Mt3ksxxzNEbeVoGKf+ekuAOw19vl5PHSmmyyRMygsasx34wA+T3Z/xkh6hrzuk/e81O+ZIwVY+Vp+dwqcgmXBogOEvHjDdXIbF1utlSMQtCzrrC+hISutgMlAZGgnBmdLHGwOqjrurtp2aCi4qjeyo9uekS0XGsyU10fjUYF/IbDYRwdHcV0Om2dISHQ0TK1iCjvrFNcdWNjI8bjcdmVQ1nL8nOg8KwNgrrYacQNFqZ6s31kdYPBjUNwtre3z8hU4Sc3NtSJiFNGLKbHw2wYwtJf1zHqPsmAkwRPHAN83lk7GSy/q1yy3Zoxd8Yr3VA+ZKMyutevX4+tra0yua1rGu/qPzFjzsv4fIPKlEH13xzI/Jq3IevLGlDrfidrZO4cU9p4RL3xuHYNmPVdniMPilolnQt0ec2FxpUNVDAFsTX4qOxcOkI26w2vsYjaX+XDmJWDa9bpGQtx5pMl3pOBczbgvK5sgysE86CMqLzOcJwR93q9EnrgCVMyiPqfIQK6vAIt1ot/eZ6y4vjKk8uVqCf6zjCBnpNi7+3txdbW1hkd5MoOZ4aSDWO1WjGTxW2d+XkoIWNQLCNjxzSWmV5leiDDRMPGyTMaKRohz4PXVTbHMdvO2XyeLSI9UUjC+4wM2CfZVS4Nh7fdx5/LZdnv3i/Zvd5u7ys3BhnLzdi0ME0vYVg1rb1kzBvCwa5r6ji3OMfHxzGZTFp73LnDicymizW4Rc+YBhkDB7ALW8qbsYQs1VyWVUDZ82BH+kDh5Jn+d1etFmMmgKo9Yh9ivxw4XLalwaP7FRNWeeo7gYLHhyVTDVwxXg1o9iPB2JmzPgLdfr8fly9fbumg6kwjw7/8PdsIoeVDkk/N4NeAl/on+TC0xDos0yv2nZ7JYpIEI3+GzJjXuFKEq3jUP4zlEnTZl4rNsy/Zz3pe17zd9GQ8nKT2OCFSctkRrLtCQWq/ZKnrLteMPLpsHeeUj2TzlDBdCYgVzu5hBUsh/8etVFxRYCvWQWtdW4tLRuYCUeL/HIByPznoyah8UGWDLFOKZc8tY+nZNc7+U1lZ/4jTwzfELj3WTWWmSyqvgvFRvr2V5z6I2T7++OOtSU0yUpWvMpW3BmOv1ytKOZ/PW4ZO7VDd9EzEqYvKA5J2d3fLNkzVV0BKGVOuqrN0jcaecdyu0JX3L4FxFQNNxpyxK/Ypk8fq2edZuEJ1Yt40BBqH9DQYStDHQwx6RmurNRnLMBBBm2uwa4c7qQ0cB2oT8UDlM/TiMsxYKPXAx7naUlvBxDyy5GNfB3mtms594I0rTPY/rRwZWDYp5mwhszKZgLtSF4A6g1gnZaw46/BV2TOf03ePXdK9pJx8YHi7yHxUD7EbDlRP2hygmJ8bO06m0SCzPhmb9TCVMxSGIQjqi8UiZrNZAW6lGliyngRW30ZeG2iZ+5rln+lQBqYEDb+P/ZIZYt7rfbasns7QXM+oTwoH0Tt1JipgZBhJ98m7ohekZ+hd9Xq9FoFwI1Jjtl2pi9TU+qiLQC4rh8/Qi1slrRVe4EDIhMDB52zL19sSeNWIbAOEOj+ivYyrVrZSFiN1y8Y2kH1lefv9y5h2jcmqPcuUJCJa9eXpZPrrbpPnwxCBryChN6HJLA0U1VOTnJpQY7/LJXVQpavVNE1ZM6wlOnLJlB9XD/AZMn7lsbW1dWapj57X8ZNuwLlLyz8EXzLw2gDvGsT63RloxOk8B3VdsnAQ9jhyLZHR1kBV+UlXavrtAM4VKqyfjvZk/FfrfT2mKUbrb7UQ+5WucDutG2TViXLNiJqTsYywkSjUcMXLza4RCyQ36vcqaWXQdeZUq4izLHUcAVezyK4Eqyhbxui6rJUzNL9Wu5/lrZoIiJ7nMmtNGep7FsPN4t0CV3/GPYyal+AsWExE10ajUesAIwI420Ymy1cO6T7fUq32uk65LDWAr127FkdHR2eAyo2OL09zoOXHB2fGwh3UnI2p7d4uhlDoGShvnxPx8aPkYS3XsxoBIglSPpnh9780Wh4aUdmc6GNIQe1umqYF3oz/C2x56BFDEqwPJ0oda7J+otyzMa/v7A/2aVf+ma6IFDwlMV0lH2y85p3vrqYrfM3yrlK+D4RVQFd/u8C9Bky1a/5MpsC8rzZA/PcMuLOJHoKl50NGnOWX/U9g0f8ykPRgfNCSUWsyJgMHr0fG7hzQdI9OpvPnPU96RO5VMdxA/fOBlMmoq9ysX9mGDLyyMlknvz/i7G5FJScizJvPcuIx87i87Kw++q55AQKlwgvSO/e2rl+/XpiyNvJo0l1eVgawDope10z3vc5MHvvO8nf9zVLTnL4EYNW09uoFNihjKFkwXh2tyQy5ylSQGoCywXQFswkwPrNskuPLlbo6pOv3rIOXKVZElGVTctN1Lxmqfvc4cFc9CLKaQBNb3d7eLvG5iNNX+dRitzz3l+s/szbR7eWkjPffxsZGOmFBoFfb/eAXsl0uFaNcBQwENa5uyAwHGVXWZy53GkexTclNySdEI9pvLmB/LZv4qxlzfnzVSM3oK6nu3Eij8JDW/mb9qEOTHID1mc1m5TAkhSSoy26oqK+SK+snefEetsuN05NJy4icpyfFdPm/vjNg7lZ52YqBbIJNv2cTb3yef10QqwgkY6TO+FwGtef1f6bAmSXNEp+lYeq615XP6+59xr8c0BGnmwmapv0WARlSnmZG4KVByCbWdB+f1aByhsP2ZhNHrm/SOTJZ96584s370l3OzAXlszW9yDwr10+XTa2MWj9lY8nL9zyc+WaTSVk7HJw4ZqUjJGGMbStx/NLr0HZrzjNoY40vSWQZxBZvq+uZx9OzMbmM1Wayzf5fltYG3Yh25/MarRhfPulH5LmyuPuXASw7qRaz6VL087DeGlgq1cBslfyWXfPrbpW9PR6qqQ0S/paBpRRVA0GMUF7K7u5uWZuo/iBj00cL6SPaYSYvhyzPXTTWtwYuck2lb4vFonW4i5gtdzdmxieTr9i990UN8BxguGFDefIZN0Y0rqwPY+iUn+TvMsuIiddP/2egS9l78jwYt1Zd6bkQJP1cDuIIzwzRgf3T6bS1RFA65vX1MJEf4KPr1GcPj2U4kRnDLLGPV0lrTaTJOmcdkrFcVohbLH2FAg+yoTvIsIQ/5/WqpS6G+HSnVS2pUiZrgoIUKFNEt/SrJIJJxOn70BjG0Aw2XUOCAoHVdy2pTT4RR0COaG8MqA0aJYUyPIShe/18hUweGTtyL4v3KWUEgn1Br0HXfMedG8aMkblhcq/EJ+icuLCdSgSljDSQELEe7DeydXq2qo/iubomw+hnXTTN6VvAVX8afa5N1kYdyp0hIIa0/MB23kvwlXxrslrGhNcNZZ6b6WbXOOBYUZ+8yBiss1tntjVFYl7OEmqAXGOR55HDKsKmUvv3LgDI6upW2a2sy6ZLDlm5SuwLP/2LClubVNN33sNBynJ5zdk4v2ft4Ax6Bj6Z3mXyd9DlPZmHIBm5Tvr604j2WmKSiaxdmRx5nbLKxpvHjJ0FKjlwe3mqD1mpA7WDbma4KGMP1TgWcIWNGyUCO+tG+XsdfbKMMqBhp/w5ZohhLj+mVcYX01qgm1HsTCFp8aRofhi5n+6kQDxPdve4XC2m+2QF8XSw4VrHdQF+BgrMwyc2I866rM4Ua+V4/aiUZA66h1tHuRaTA10Dyc9hcHCjfFyfMjbIxKU6Hu/kUrEacDJ/TvA4KDigOOMj6Lqnx0k9P7xJ+u0sl+1UCMeBTe0ky/Twm0/2MQyQzb/wuYzlOwY4eOsaGaTaydBTxOmELI0Wx7yD8WKxiPF4fGaCnkv/tJtSy9L8IH8dYck5C7aPxmQdQrVOelIH3kScZW/OlgSmVKxsoqMW0/Xvq6QMcN1q8VotD7bHGWSWR1d+2X0ZqHYZNb/f/6/VYVXg1cBwhqoP9+TzyEUBlU4Zc5kxJOTsnCDmwOtyyeSje1w/CRwZWyX4E3TZRg78jNFlsndG5qDrmzU0Phx8M71gmc6wXRcYnskMhurIWHiml8vIS9YfMgQnJ2eP45Qs1fcCT8Xh2R5iQUT7nYHccEJDQ3YrYiBj731EXMn6s4sQsa41vayltQ8xV8osfaYYvvUym03mb658tbACy+76n3Vl8msOFDUQyxRwFYFzEGbGq5Zf5vZogKwyOL28rL8IhBqQnqfvIBLLJejqYBoHOg4cyYEGNKsfZUFwrMmaoKJ8anFNhSQI1gIKvnGDsuFhLqyT5ODXFotFC7QFtjpQXNusffOGG6esXwUoBA0PJVAWrKfyJuv0baxsB2VARsm+9THB3YoMT3j+AuWaB5t5AvScFN/l5ByTjiDN2LqDLnVDZa+CG5TvqulcZy9QQBKSuy2LxaJlwfnGXyoeQZeK51a8y9pmgzTrBN7T9RuBl8J3QF7mWhAQPYaX1cVZIBPr4ZaZbn8XW87q54qmga7VB2RDfPMEj4XkoJU7R3ePzI8sTHWrKXiv1yuz2noXlcsmY53OODmoCD68h8Dkbq3rNXWdvzmDZjsFMBrsapf0X6srIuLM6WfSH8lE+k1QIhPPPBSSJoEu+9YZPPNTGzyGSm9C8lWdlSQD1tHZpQy6ZKE2cuLOCRnBnFhExjscDosu01gpb4WddE15NU37NfKrpGVYwLR2TDcryFlhjfHWQgnOSlYBs1UBL0tkEGyHP88OXdV9qDFoL5+/udLW8nTW6wCWlZfJ01lH9j9dOK5S4AaI2iSKGA5BaF0Z+e+ryt/7NstLdfIF+AQFdx3d/fY+I4BkMiX4cnwQNJumKYcL6a8DL2PFHDPqJ7ru7Cv3VLPwEdvrYzrzKJ0lUr4+brLwBb0wPpONzyzMmAGv5CmA9Zgx61QjMS5ryoUyyL6vktZiuqpgBhqukLKig8GgvAON7lYNXGsgQXDh/+6OeWevIpCMfXrHZPe5bLoYZq3Dst8y4KjJnPc72yJD4XU3iD5A9VcfvuqdExRkfD55RLDK2ty1eYb3CijYBpcd2xIRLfDx/AS2i8XpUYWUi57r90+XLTEfX87oOkcg1yEoGg9epiYBxXS19rlpmhiNRuU3xTu9jSrf5a9yeMC27skMuNieAyjLkTy83Twu0uVOmVOPM4NI3WVSWdrRxnHPXW6uB5qUv379evEwHMSzsewhGno2lBfbJaO5avqyLBnzxugaJ9LUSD8wm5ZJeTRN+6WFchHp6riLqjK7AN3rXANUt3jeRr/Pn2E7ugxUDaQd3GvPZIyuBu4OyJ6fAIPMSKDLAewHkzjY++Bn6EPXMiUmUFPu7GMNMpcZDT3r5CzbWSCBKGNV2Zpy6bOvEtDz9Aqc0UmPnf3JcEVE6wWRytvBX+PD26/QCOWcGUQaOJex6kIA8w+NI1mnDLgDe43EKDlLplwlrwysM/ZKuXLVFD0atZ/9mmGBl++YkrVvlXQu0GXlMmVVZdhJtNCk7wRXNnQZC85Ag/dkVrtmZf0+titjVjVQ72LF2f+1unGw1q5lYOsWnwMwAyJvp8CUZ6WS8Qp8CbpeBwEtQdg9FMrUwTWrvxLP9aXcnFm7YXEZOeCScfscAye6+Dt1mm2T7lE+NAhZnJheA5feST58oWRm6CnLzIBRFmStmWH3UEPXOMw+apePEddB1lV6wnYRQ7wPWRbrw3s4R0TSR7k6XrlMszpk4zbri6507h1pbICDpdwlvfhPSjidTss98/n8zIoGHkbCnUR+JB8BSIJTw70u7JCMSVJBM1D0mU+21/PPEvN1IO8aQF4Pv+Z9owHpsTnPh4CXMVTGbfXReaF6SaHHBylDTqwxxMRB7ZNV6sPMReOg0Esxa/KpbZDIQN/7gGDEl1Q6aaDcvN3yDig/v8/Xn7LfFBYYDAZllQTLz/TTSQCNiFK2zl0hC9WZIQiP0TMfAja9WMonA6uMWdLwsB/ZJ6qv61sXodE9OkKWa3u5Mod1JYhnwMoxVvt91fSkmK4nKpMarEGiztV9irVQqQiwBF0dLcj3WvlgIhA7KDvoeqoBlL5n9+hajX2wDg4ENSZWq1emVFmn1zwBV5TsN2ciBGECFQcmy2ceGbg5685kV+sP9SO3itYMUcZ+nEXX8ncW63Wu5cd4Jj0FviuMqUsvKeMuHekCCX6njDMm7LF8j/vTG1C9+f5DX2Mc0d72zH7IYuCqGycTCXIun4xZ15L3qxsuyr+WH4kmUwbaq6a1QZeKyAqrIhocg8Egtre3y1GEstwcrFmsKANgHZgzHo/LpJzeasDYFhNjcK7gGWPIvq/aZgc6PpeFJ5yJZKkLHGpxZn0c1B0APdVYrmK4DqQe02Vy8I6Ikgdda8ozIs6AHBVdOqV1rS5jysvzcplmE0q9Xq8sY+SLUr2fvL0uMw8RiNH7nIazV+87Z580vF6fbPUF20bgoqxoJA4PD8t6XZEm3au6KJYfcQqqDMHQIGabPfytHRyPjLVzjGV6nhEuYoquEcBF1riBh/m5AaslAjPDZsue87T2Ol2yGg4AXZOgCJrOBKRYBEbvRHaYzuAdjUYFeLe3t1trfR1MPejPzsqs7SrMUwMgA1kCTcYkVScHRbeUXR2pASGlzupNgHQGGnF2I4K33z8eI2XbuP5WefOay9lZL59xFzUDZBlaJj7nDNJlwftZR9c7GqHMqOjDlR4a+BsbGy3m2O/3YzQaFR1WPVlXrgkl2DG27u10b8I/lEdmcL0/VSdt4CAw6lnJg/UlSZLBYkxXuqqDbnyDiMqkLuhZHa6U6QKNVMZQ2fcaZ65fKkvE0AmOg3GtDNfJZencqxfYWezAjGGqQa5IPjA9RsSOGwwGreVKAlR2NhuvPFQnVy6P1ToQusJFRGsQZuBE1uFsL+I0tpaBbhaDdhlLFsrL+yKrF/OpGRW/t9bGGrgr1UIKfKbmabgL52xEbMqTg5H+ZoYx63vmLwPN+GwmJ+6IEgtUm/VqI4EuQ22ZHrqMnO0zlEP5uY65ccx0iWV7mfQ4tVtOoQSBPuulvARcGhs0LKyL9J5xbA9LqJ4aCzJgXtfs47rJNqtvyGops0xXvDzXf7/mMu1Ka78jjaxN//sSE2c+vv2Q7oQPXCoAO63fv7HDZDKZxGg0itlsVpR5e3u7uBBuYReLRetgCyoAlTfiFFSzOC0BVbPNHr/jJBPlQgXL3MqIKIOS8nNPQKxIRod94sbPwa/LYlPuBB8BBt9LRk9G+dGouhGrlUPZShcoDwLp1tZWjEaj2N7ejvl83lLwLnnpeZeh5CGmRWO2WCzKuuRsV9JgcLoNVffRZc3ce3lmo9GotdOPZEF6Q/lL16Rv7vbT2FPvOH7Y5w50eparIzY3N2M8Hsd4PG6xWLWHE26M80pfpDMMQYm10rjyzGP2jY8Rkgvvb+/fjARlk6s1Y1VLlPuye1dJa4cXVHFPbq1cMM5CKSBZcgmHIEdlUb7qOMX5IqLMUjLOS+XS35oy8n+Wq3oRdMW4FfcU6yEI0z11RuUxLymzXyP4Sdk0MD2260xkGegSqB1wmb/HBL1fXTeo8Fl5Nf1hHhyEZF6Ky/lzeob15G9ef+lAxq49vu39x00EDGFldY+IQgb0IUAS8J1tOjiw3urnGrjwXmeEvorAY+TuAYrYjEajFstnvZQPz5dg+FBj1fWWY4T94N4Tdcb/Zs9SLg6sPiachLjOuDwdcLtYci2dO6abDT4WToD2ZSUOAARYskgKLiIK2OldWTxlXvuspdyurDU3wa2jrrlbx/pMp9PCQAS2cjV9i2zGfDhBSDbBQex/s+9MNDBcrpT1j9rhsVDF4eUdkHW5h5DlSaCgdyM5sM41wHZmymU/W1tbZ0BXDFD1rhkHZ0hZn7v3wskxykGsbTgcnhl0XGamemkeQjoqfVHdtFJHdaELToCuhXLkYTnoUh7UJ/Y7CQDJj8qUnqptPhHJfJQUBuIYzMqWLNwg+rjV/W54eJ3yydh/rT/Z9xlRcbLI/Bk+XSede8kYB5mzYLp5XO9IVsBBz5lwuSYCsF6vV9gk40sHBweFAc3n8xgOh3F0dFTWBk8mk6LMrJuzSLeAGvjsLIYPrl8/PT+W2yy53ZIA7UtuFJvu9/txeHjYGpwOqjx/mOGHDHSVnK27i+ZxZ8pDMTQxb7rBGiBcgeBtVHIm64ZPA8vBmh4Nz1Uej8dx6dKl1sCmHvI5L98HSAbK8l4IEj7DLtlzMo9utO7TJJEDjNosnWR/0vXmuKi5wNTLk5OTlrflIHtyclJA0Jd1RUTxHqTPTkJIEnzCiWVl8XbqRBay83Gn3zn57X3GsekyoVx83THDHaq7EwjHMfeGiGvettp4zNK5lox5QylIVtAHGkHXrQ2fl5WlS63fqeSDwaD1uhZ2CCcuMstIK1pzLyLacWlO5PHjnUsXVQOGg4ly5IDSwGT8TvWhq6t7M7fK+yVzx7pkIiMlj4EnYdVkl7ldteSAzH53EBb4CaSyZ/U8gbzGbF32bjyol5KF8oo4XbpG11w6Kdl4bF7eG5mTgwjPL/B2MdTF/pWe0NBzFQiNKcFMiWNPf90Q6jcPRbiMKSs3+Jm8VZ/M9ZeMXE7sA8ncZeJEwMefhyoy3ahdyxg376vpZpbWPsTcET1rgFtCMgF9lwD6/X4ZUBkj4yzxbDYrh65Mp9Pydz6fx+bmZuzu7sbly5fjypUrxfKORqMznemTRbSSUmTdS0arbbDaocXDS+ia0qL6X7patLKuYGSfnLSSAaIiR0SLmZKlkLV53+l55kWwV97z+bwlv6ZpvznCmQcHresE3buIODN4eE/EjVh9NsnIvJXUPm3Kyc6pbZr2GlXKwFfCZNtvKUMHxYhosVaFY/Qc9c8PsaEOqo4sX33CUFxGBnSvZDYcDlsTbARjyTqbKKIO+uRW1hcEXIaAKHdOvim57mSGieODyQ2SWL8+nHcRQSJZULulB/IMVAfXM17jcZBPWXghG7S6rkpliUBB4KEC0iVjQwj0WjuoGO7W1lYBwMViUYA54kZH7+zsRL/fj8lkUg5KoeKzY90CZ/exPj6Z4IBKhqp2cyCTNbpyUV5kUN4HAgp6FrpOgFPds1iY9xnzJOhrYiSLlcvFVn0pC2c3GRuo6ZSHUlT/TMGZP2XsQOeGQIZDeQp0CS4+2Gssn7pDg6d8s3axvayH94OSg0zG8rI6kCXWGGSvdxqr9nHq9XAj6bLQs9lf6iEB2Cf09DufzcpzmTig00jVUvZ7pq8aj6qT68GqaWXQdVD0SvkgZoXkgrPzdSbDYDCI0WjUWjrjQK3BIau9WCzi4OAgZrNZ7O7uxmw2awFw0zRx+fLlEn5g5/lAVpLFV1s94E63haBLgXuslR3DtcU1RVY99L8DEsHHQdcHUUSckaWDdKawfo9evS7Dprbrd7GgGsBmrN+NiCu3WKeDJ4HJk/qPoMtnfWmS6qN+VFuy2KTX14HX45KUq5MSMkevv4N3ZpD9PiUHXgdhelgZwGlVjIOnl8Gy3MX2Zwjo9BjYj048hAEOhBnwkgjpf5eVzzlkxqNWDseT6x6J01MGujWFJ1iwo3mvJqIEYmIUYqccJAcHBy1XgK4VXY9Lly7FZDKJnZ2dAryPPfZYHB0dxeOPPx5XrlyJfr8fV65cKSBBhedAIktywM/W4rrLSIarPPnXk1w/t8rursstEvjJK/CjBd39dUbsjKLLZVMiwNAllgF011mz3D55SDmwze4ROAscjUat9a21uhLcVMcM/FQGJ3Ypd7aDhrbGgrLvesbrylBCtpInW6nD9nA1AHWU7fSYPicPKV+Pz2tM+djOWJwTgpru8DcnNqwvQT4bOxyHDvRuOF2XMkMuQPfkz2aJ8oqIVvw8M6Jd6VxLxrxyNYarRIskxSTzY6MEPFoEL9bjbrUUcjAYlBn30WhU4q9aVsZj8jJm6KlmKb0N7notA103HO7qCcSkGDRUHgd3A5Qpm+pXc0m9bt6XzkB80Drj6/Xa57567JllOYPjb2ScPPGrNhgctLv0ku3ghwNXrJigS0DK2DqvLxv4Dnjsz6y+GbPuMgK81sXAPLzhZZDh6RrlQJJCOUTU10w7wanJVvm6jHzsriN7r2OGU9l9Xm5Xn62aviybI5wpZr8LSOTyT6fT2N7ejvF4HJPJpLABxQ+5KmBnZ+cMO9Z+9slkErfcckvZNXX16tW4evVqTKfTGA6HMZvNWgCwavIAvK/x4+ChfGicvPMI4M4exX4jTo3UdDoth5HoLQR6Vxh34NF9JgMWK/WVDyqDMvF2aFKBCi4wbJqmrN2UwRMb17IzHeOp/zPW6YBMwB0Oh2V9Kyd9XMkzA+iD2QHXwT0iynIryjLrVzKlWnyXbXMdYb4+uy45Zbqh8pQ4mcbJL+VN9p4ZXQdz6gA9Iw+VZIaAclc9sjL9Gr0Rn1AT2eoKNThB4u80qkrSawdpj6V3GbXM0/Dyl6VznzLmFeMEkX5nPI3P6zcNLsV3F4vTRfk8OGQ6nbYmOBRn1Esutd718uXLBbB9Fr5mkVxwvsaPIOFAGxFnlMYNE0FQDH82m0Wv14vt7e1SrkBVz6g8rezgphFnD4xFOwtwRsI2k5Fkg4PPeyhFgMXlOWwvY79SSI9nqu1ZvnxRI/WtBrr8dPW5/6ZnWBaNjJdJAMjk58wtY4S6z8MKXqcMOOj1ZMDmid6Zy9Lb4DFaL4c6nekYZ/5r8nAA5f8MTQoPMqPA77X2dxEs1T1bOePPZmAvGWRtWCU96XW6rISAkYNaoOvWUoou4Oz1Ts/Y5fFvWjK2WCzKNt9+v1+WEmkVQ79/Y8WCwgtc3M76OijpuhSCwOuLqX0iommaFrhkYCb3WMB6cnISBwcH0e+fvq2UC7fFIv0YPMbDWJ4rp8d0M9Ct9WlmrR3QGMdaLBZlLS/ro/7hG4PFMnziTcljx2LNPriW6WZtwDA5KxUBkAwy9uzPqzz9Zf+4vjH+7QyPekf5sx9r7jpjuRk4sBy/z++nXrOdNCiUi7ef4z7zYjSWXRc9fy/HvVQnD/7X9dXvpRydbLA+XUl9WpPnsrT2myNqDSFrETiRpZG5aZeRtkZS8cWetre3y3GO6iwtGdva2oqbbrqp7Akn6Nxyyy2FQWp3Gg82UdIzznL9BYyqtxh4RHuNnrZz8kQqMfHxeFxCI9PptBiWa9euldUW2uF0cHAQh4eHMZ1OYzQaxebmZtx0002t1Q6SnxKZeOb2+uDI+lT3innxN8mJsVwpm5ihvnNQ9Xq91lseVE95NBxcvsJAISOdteCgm034OLt1MMoYof+VAWQZNCIuQx+cAhPWTzpGGfND405vwFdukGWqvT7HQOPrdeXaX9WVYOwrO1hWBnIZoPpf1pNkxF15B1PqLbcI8/fM2PgEpHAmCy3W2LHXg/9nbSXm0RtZltaO6WYVlTDF1nzfPhWDcSoxY/7ON3w6qApwdV1sSPFFAsRisWjN9GdWzQdqtq6P9VYiK2IcTkmhj8lkUk5rEtNVfQjYAnu6m86OnHVn7ItsyVmIJ7Io9YEPCgKTy4MTf8wjY8T67u/lItN0psuwzCpsogawtf7O5LGMJTu4ZL87ENfq6gCs5ygLjxl7Hl6OAxnLijidcVeZBN+MCXobnFHSGDARwDPQqj3nZfOa62VNF6jv3BjDWKynLr2qtcHrW2tPltZaMsbFwXQJ+v1+ay2ujoYj4JEBcAZcTFjXt7e3YzKZxKVLl1pBdR+cZK87OzsxGo1aE18Rp+BHN7XWLp6BykmIxWLRAo5e73QROXfYCBT7/X5pw+XLl1tvuLh+/Xrs7+/HeDyO+XweBwcHhQErKeTCsAQn0rhriskZHuUckSsK2bt+50sSJXvmSyOkMrmkiUqo+1SGXivum2Wy0EINdLvYCetZY7tkhzRQzmp9kGehhmxAcqJGKduy6ltVKVvqG93xrP01o0rZuDGmcfW1uey7LuMumSix731uR+0l4GYMWvVzHYo49SRJnjyUwz7QskM9q2eOjo7OyIBtpHeYMfvMIDxloJvFfJhc4SNOXSVXHFcSnsqVMRMqALcHk9Y7O1DZZLs+6AicVGiP20pROMlHRfWJQgE93XytOb355pvLWcDc3qsyZHg0e69VFGpzjRUReKQAagPr4YxVH19bS0X1PubmCD8hi/fqWR1Wc/PNNxdAkZdwcHBQ4uJkuJnbmYFODVDp/nm81AeQ56nySTLojXmqMSEHhZoByPqEIYasraonD3TK/vJ+EgzpXs0LyhLzciZM2Xj/qa2ZEc0YLI2Qy7fGyL3+8poFtMvmXnSdK2U8bycV6j9N+q+a1o7p0hqywqo0E6027/HGMDbJ8pjnMpbhFjKLjSlJAWqMiEDGjlFejGfyoB0lxuKYp4B3Mpm0QFDgr0GkmKa2R0ecnn+gujgjcsPhsnJwzhiFsxsaA/1P15RgTn3g98FgUDwRnYkhoNAqE8XQsxUwri8OvM4gs99q8d0sse5uSLqe4/NdQFurR9YXJBW1Z9ivGfP2+tN4O9vnfRnDzdqa4YAzR4YyfFx4/vyNeuBG1/XU66TxKk/M13oTx4hrHCPMs8uwLvM2PK0dXsgAlBMsYpdaR5u9MlsCoQud0XQ1VFaEu9cYq5GgtPpBr3/XRB0PP3EW4m6eBOpC9Bib6sqJOk6KaN2wjnEUs9je3o7nPOc56ZsmWLaDojqe7DIDHAf/LEbK+vtgIYPRoNQ1X0uqZxgWoKehCc9nPvOZ5SAiKv/JyUns7+/H7u5u7O7uxrVr10obHHwzUGe9HaB8uzbbURuwnlzGNVaV6SyBIoubRpx9ESOXy/kWaOqJA0ZmKLNET5R6Qe+FnoiPA+XLJWPeN7yXpIWASx2VDHz53GLRPidYeZNRZn1DXVAbFXo8OTkp5IUypFer5wXYvJcGI+LU09C4XzWtzXQpfDaelXCF8edp0T3fbGDwwBDlyzN6+SxBwz+uFBRqTcBeV7aXvw0Gp5sJCOCcvOD9apOU3stnOxif0sD0WJw+DAtwQrM2E17ra7bTXeCa5WecnZOJmlCk0ROAbG5uFuavgaY2aKBmoFZLXrcuRuUM2PuWg6xmpFyOWb6UXy3WnOkU9dvrlgEcy2NyJpjpPvXTSVCXvtR+8zHtOpUZo0x2bE/WT2xjzRi7TH2s8V4lfq9tHdYzmafeldaO6Tr9VyfpHi2X4mQI2bCSrGDWGQRXlatrKpM7sHiWqJIzPGeMVDaP+9FtloA5QZJNGLEcLXVhbErL56gYtKaaiPMBQ8DMYn1sC9c0i81QDq6UzpKzuGfE6fkEmbvrfS95MS49Ho/L617E2FTPjY2Nck+v14vpdBpPPPFEaQOXyNUGnPrE6+ZtzdrLfvffPb68ClOulZOV6YCrvJ0o1O4jgDLezn4kG+V36oyTHx9rDv6eHAdq99RkRXn5vIX3T5d8vT84joklvI997V63z924tyQAXzed+zxdCoiNUiyS4CDWJddJjZdS05Kwwc4wa1aX6xAlmGwijfGaDHC9w/r9fuvgHVpGByCVp0kKubesY1Z/XeMyNCXV2Q2QGwUOPLqLupcMNAPYbHBx+66HYDJm7nFsMvqjo6PY29uL2WxW1iIr/DIcDmNnZ6dsCe/1ejGbzcrkB/tEOsfE8tQuhZmyHUfKQ/crP4WuauyIyUE3Y2WSBV13Gp1M70hOPF5PvVNZyos7KJ21Orgon0z/6Z2prC5vKANyfvdyuowh5cB2ZOw2k3VGGEh6hAU6GpYyZ187qOp/D3MQDxzDlqW1dqS5paVAyMRcacRq6RqTCTOupb+ytF0WNmMRSlTebDLPB6L/X3OvfDA6k5CREeCycz3xGuWkJAPFlRBc4sV7Nbj5UkCCtsusq601QHdG5e0j26HcBH6z2Sxms1ns7e0V0JUHoA0z8pS4y4151wZtxvoyZlTTG35qhj7rN6+H1y/73UGG+WYf/u6A0kUcIs6eveB96vVxL25Zu7x9/n9Wt1qeXTLyceRY5GTGyxAOiNyITPlYzkDXlwHWiNOq6UkdYu7Aq8HDk/tVcYIxGajHfAni3hhXGlkfrbGlhebZDA66TBlLaZrTc3S51Ixt8TixWGbTNOWwb2c0DlhsG8FUsmbc2uufgZ3q7GyHAMqdc67Qkh37W8yZbyggaHcZRYURJDNft83T5ATA/f6Ndc7OdDOjpOQAQaabsSXJn95H1i+ZwXV5OVD4NaWaZ8V+pM5nTKzX65WNNNk6X+ZD1q7f+cYMhbZoaPiXbaWxZ7+zL7zOahuXeFIWXYDbFX7J7ld9vJ+Yz2AwKLsOe71eyyvmUavuvZL0UIZ6tjY+u9K5ThlTYuPUGFaCYQR93BJ5WmYxMmvImV0v08FxlXbyr7cxGySsO1kXgXwZ6DIvWlg3Pt5+1mOxWLTixMxb9/O7t9vb4myLhoTgwHvUx9o5qLiu4r2Kkw0GgzJpRsOmdvscQC0RFDNZrzpoM9my/zy8lN3v11S+Axnl7TLO8md/ZCyQsiAxyBhrxFn33cMLXo+MyWVjgV6OAygJTfZbRnycIdfYN/VQz9b6x+UkgpZ5FiRrAlztKfBxkelYLZ1rGzAVhIKKOPsuKF8v2wViXp7+1gDH2SStHpeIZaC1rI2M/yq5Urobqt/JWrN6y0B0MSr/ZINZ9SM4ZUrJOtTiX35fJjcyq4z9EDC1XE+rF7R0T2dtKNarjSJicR7HzuTnKWOhNXByUMtk4M9nz9buycCEsdkMrLwNLKfmsdQAiat7ViUBGkfyanzMsY68RrbHMjKm6X3helwzeKxPbRzX+pRGJZO75KVjBJxEZPM2yo95+OTlsrRWeGHV+xxws9dSe+XdeugeCcITBSkwiIgiRD//Qc+4cChc5cl4Jd00yoEgpuvODpgcANm+mnyzwcddUhlTziaaPM8aW3PlZDyYxkLtJlNQvEzs9lnPelZMJpO4+eabzyyp0YsDVR+uo/a6LmMQNK7cVUfW5bL1GJ4zQScRGWjXjBVBzEEmov2mikz3MwCRjjHExfqThTOkxza4Oyw94aEy0q1+v996Oav3uYevHNwc5GugyhAJ5ZIx8GWveM/kxkRveDAYlDO8NzY2ygFZNJBcuTCdTqNpTk8UpMy4omvVtNZEGgeBMyq3uNkni9N6WgZEfi8/ZFq+3Ef38zmWwfYw1udWNhsclE/2d1XlqA1o1m8ZOJPJZu11+fF33peBCsvg7jzF53Wq22g0ip2dnZhMJrG9vd2KQXr/SPF5GE4XO/VEQ+7P1wZCjRlnMmGcU8/WZFn7ZPd4fbK6sT6ZUXdddF32PLy+zpaztrO8TEdqssx0y/N2YM30z8d3lrrGlPcFDbt0WO8AXCza79nLmLrv5stWyCxLazPdjCWRyTiDoGV2l7Er3loDt8z6SxACAO0S81n7zPKyTRSsvmcxaQK6G4kMcL0drLt32DIm1aV4/GQTF+orZya6J1N+L09t397ebsVtt7a24vLly2UjBHckym2dz+fp+k8uM+Q76QR4XUn9Qg+A7VkGfuxz9S2BVn/J7LIB5qDsgJb1tcvZSYn3Se0+5sN6MLGtzFPbr3UP6+oeQJcRk3yytjmAMiTok81ejo/Jrnp4cnzq9XrlhbUeklP/MySpPDSJrF1tTsoo91XSWjFdZe4utVtgV4oa21WlnalERHqNSsA1pLpfoMtwhiumK16NFek+KaXP6mezt8sYuitNNoC7FKqLyWTPdbGyzIrzGt09f8PHYDAoh9howC4WN05D0z3K4+joqBVnZLiGcTWeWqYDftjmmlxcB7g+12f3HTgzUOHAF5jQza71E/vUATjbiky32vNTPXzDjNrKjUAOSLUxqXsJRG4g1vHmnCi4cXSjnukZVzb4vTVAzupEIsfyWV7EDQOtN48zLDCfz1s6QkKl1SLcKcm+ZVtWTedap+uMqwaw/jtZr8+i1zqZTJFunjdWVio75CZjNjXLqrxUhuI3zjR8INYAtwastfZ6HWrXM+Ctlc97M1l0DYimac54EIqDSQaHh4cFYAkUusYYO8GW8TNuxvBNEd4WJtWxFmbIjAt1qSYXfWorKGqGLkusBwcrWVPGBh003Bg6oDsQUmYOvHSRM9c+Y9FOlnQ9G8u1fGvuOtuUkQD97n2cGReXpX7j/APX07tHRIO8WJxuTZdeujxpPFdJ5zplTIXxena/hw8crCPOTta4i6K8mKeC2fpo4OqQGx68UnN5lJ8GLIUotiSF4EJ9sbWutrPOLDsD4Exh2XavaybDVRKfp6JQwQmYvEfy1EsixVr1jF4WevXq1Tg8PIzZbBZXrlwp6yK50UUTq5oY0SqHra2t2Nvba9WLcuv18llisWSfLGqapry6SQvi9ZHORJzdV099yIAnM6BZXSOitaZT94g5aded9E2yUR9wsoYskmEBAYE+6gdO9vjEMgGs1+u1drOxPG3u4TV5KZycJrPX/1w/n4XSCL6ui/yNyT0O9nOGGwyRRJziDMkfmbbaN5lMSj/NZrPY39+PJ554oshVMljH6HpaeyKt67cudzbLpwu03Oo4e5FiSWC9Xq+1y63LNapdr028SbFUFmd5M0tby7/GcCU3yrBWj66OXvZb9vFQC8MLHIwCSzJKMmGyBoGBFN23fvOUNB675wPQZZDJzmfxKSefGXegUHm8XyDI/JYNMP7WBdAO5IxdC3DlwrJNNWbFvvLXTLHfmqY5szqEcyw1Heb4c/fe6+fs0hlqdj0D10zWbH/NGGZjT+WQANKAuQGijEUeZrNZa+OVg72M9LK5B6a1J9JoZXwpUCYMNYLCIcjVKptZq4hoWXVZew1ixXOpXF5urY5S0Ig441JKQRRIp7Wl1V9FfrXk8WHWnzJYBryeMnYrRSPAOUCJqYhh6DQwtZeyEGPSKgQPy6htYlxitv1+v8SAI6IwU77WXW1QWdnOqGw3n+rA4zYpVxpPsXHJimuFM+Bz8M+8E9ct3cMJWYEs6yTwdaBw9sy3nBwdHcV8Po/9/f3CdiV3rYeWsZNnoPXScre9nZIhx7j6QIbJQ3hkvB5a0DUPKWQg62CaGSCyTTfI1HfGc+kB++8qS5Nm165diyeeeKLIVPjAOrCeq2zkUVrrwBsOoFq8xtmSKuhxVObDvc2Zi8HnNIsoYcxms3I0oNiv8lG+6gwCC2M5ErjPaDrrlKJHRFlQ7UdMKrnSONNi3rXBquSW1WWVfXfl7lJ4usFkUMpHMd3JZFLqwsN8BGD8X+yAA1P9xDdAe5iCLrd7Tz6wI6L1AkIOQNWRoOtuuvpCfcv/VZYDHw2u64r3O/VLzylPrtbQoNZ93EiUMV21TS83VaiC8lAdGEfnWdRZmIxAn7HrGlOtERpn/NQx4QPv5ThXYugxy1spGzfUB2fk3i4P0zzxxBPlZbGZAXSgf0rO03WFrrkGPmA18Gqg4ayOZfG78js6OorDw8OYz+cxn89jNpsVqyuGoCSBMoYjV4yrHxwE3YrpO91eKnFEO0TgLCez3Gy/D1h/3mVMWXv/8Hs2QLJwgsd23SUU6xNQ6hp/UxycBpcegpZiCQi4HVhGkG4cU5d3orzcgFJGma5GnIKAGE42/5D1Ba/zGp/zfuQ9kpn0RxOOEVHWjDqrytrFmXV6HRlrpc5mG4cInPQyXFYRZ99xp34gwVDKQDXrlwwfWB8H/Uy+nrzvnEQRq6Sv0+k0Dg8PC+B6rDuTl/p01XTu1QsqWP/TfdUAUkcQeAmEDroShLNoxagEtoeHh7G/v18C3fP5vOzv18QMXUR9d9DVd9WDp3qxPmQW+s4OdVbCv66ArpRMGXCTJfh3Kb9Pxrlie+iAf2XdfSDQyLpL2jRNa4kXd++wLF2jO6126oWdx8fHMZ1Oi5JzAqmmf36t1+uVtwNwJxUJQo0k0H2WvpAFa1JJuqHrXj8NTuWblUV5aot0r9cr74kT8OrNJ/QSyLL1mc/nMZ1OS9nj8fgMK5c++zXmLZ1xXaRB29jYaL3LUGOBhz9xHbvrtMuf/cL/aXQdX3hN5ThWsF/oXfA3Jxzajj6fz2Nvb6+EuejdZ/qoPPmq91XSWqArAdSuc4B7qIGsUg3PGB7vlzAFDJyxdeW7fv16XLt2LcbjcTkb1RVOdVOIQq6EypPL5SekEUwkaMWSfRkJXTrvHLe0y1iUyyb7SJbOADJGmwGx/+5J7eGki/qOjE31l5ueMRM9RxmoX8Uq+Jsrehfrz1xA10vXOWdhPnjVhwQ7hinoxXi/ef+yDZSbzphWjFwTNwI0yl31kHyzCR6GE1iOzxnww7Zl9zBuy7HgY5XyZV/VAKtLpyX3DKxrY8TzzMoiYREOaMJsPp+feSO4M1q2x1nvqulcr+vJrKIGLmMjfIMC3Z+IaP3vrI4CknAcdFkn7Y0eDE5f4c5ze1mmjhOUgAXYYjPczqqJHyqU8hoMBgV4HTyzNzV0uW28LxuoGQOtsQe1MwNdAi6XCmWGg+Anl9RZl/7XpJjazGepvGorWQHDRb56YJXkg9RBh+2t7d/XIGTd1I+sOxMBUPcwZfWn/mjid7FYxHA4LDp4fHxcPAC+3891h0dtsr307gS4et5DMD6m3TthvSVXyYrkR7LhGKGhUB4ZwJLtZvJivuwz/+4kJANdMnQZuPl8Hru7u3F4eFg8Le9XL9uNVhcTztK5ThnzROGImh8eHp6Jd7pQqChkDBGnwOETNFIqTWSdnJwU1/T3fu/3Yjwel7cQCEBVf65hZHiBky0MZeh5st9lO91Ujt4ekTGVzNhkSlVjYl0MwUMHzmq5TCljeBzYHp4hQEWcbgnmUj0xXQ0mTRqNRqOWa6oPWQYHrcrKGBqTeyC+gkJ/tV5XfZIxMhrXzFNhn2TEQ797LJZ9ynaIFIxGo2LAZ7NZ0cf5fF7a47uoaEQzvWTZzkAlXxk49mumk+49sP5kjiRJDG04S695Vd7H7Aefr6FMHYRJLvR3Op1Gr3cjlKOxsb+/H0dHR+Va1qesjxv4rM6rpHO/OSIrsGnas4Biswwr+IoCDnhakczV4EexJsXamubGmwmojBp8Kouz9BIwDYMvgSE46Xd3tV3JOSD5u1gXla+meBnoZgDp5dE7qDFcB2+vB5XH3XXm5QMjs/gOyoz3SvG5rrQmiy6FZlsYDlA/RbTP52BytsK+9t+9vGWpNlj9HtVVYQaxLTEusn+fkHbGVasvjVlNlq5nBEqXrzNYyVUeqK8kURtrMiQB8XquWu+sHfwwFCPdm06nrVi6yvNya2x3FT3I0rlPGWNi5+isgsPDw9bhwHRf5LYJjDVYuXRM5WnQUsnoyp6cnMTOzk5EREyn0zIxc3R0VJY5+USCFJzxrtrEi1w8HqLDQeJ5LxaLMnAI7HR93dJ3KRQB08HY73FgrYUTaBQYJmBdCAbqX770kv3mdez1esXT0OE3g8EgZrNZ+V0rTw4ODorS15iaUsaQ3NiJ7Tord9eabZQR56YCN/Jej4w5+gDVcz7Jxrr3er3yiiW1QWEv9qePDzJljglnpR7zdbdfuuCTTtLT69evd65BdS+OsWZf580283kHTq6EUD4Zy83GktrEeZ+IaHlUPmZqgE9ixfK9Ll0hkiyde8mYMxBaSS5lUSX1mzqbDJPKkFk5PivlkiJrVv369esxHo/PrEqIiNaLMiNOY5R03WiNOUh4VqxPThB0dT2LnTZN02ovZbYKyFA5MpaaTYq5e5X9ZZgnY5Q0mD5pow8ZZUS0vAv1rfqEQMjdPjWFJbuqsQo3lgRAMl+CHnWMfS9CkOljjZm5PPhc1ldZHwr0FYYR6Djzljw4Zgi0/E4Zer2ZJ70kb6sDsdfF26SkccBVLM6OBZieaiDnzFr1ckOa9Yt0jh4E2857ldx4ufwoi8yL6kprgy4HAQWvv2qcYrsRp53AAcplWQQ7fWeDyazc2muZ2GKxiMlkUgLiDkJuaclWCaIqT0InkyhCA+BylYQbHcaKldi5XW4flYoAmYGvg66uOQDzPoIgQx5eTzJZ3as4Ld141V8yVD+Jdaj/9f9sNivuXaaw7GMCqifpiUJZDmYEQraN3hWB14/28zrVADgjDdQH5uF9ynCZlj6SxTEfAizHhIe+MgbI8slOaaz4u/ren8vyY3keonNyQQOVLRFzzyK7xjKdyHh+ZODZJoYsVNg1mau+o3F8SpaMuUVza65ripFMp9MW89MWXW5R5AQNAYjXa2XTBdnZ2SlHD2odr942K3AdDAZlt45WJ/gr4fmKE7qdqoOzOw5qZ7IyOJxhVtK93iZvqw86V+4awPq9DtT8PytbSW3j9km1XWuhZWxOTk7KqpDDw8OWu6kQzebmZuzt7cWXvvSl8kZgrsuljDLQ6DIMvJa5jJQF2aCzRAE4ZaV218aF64ezQw8NefvksUnWJycnMR6PW6Ds3hsP8aHRINv1/uySozwSB1t5lX6vj3/XMREi1zvHDP7G/nNy52EPuvReD97XNE3BA+5WZX9Rh9xQU3dorFyONYDO0rleTJl1JO+ja+3ARMXO3DBnAf6/GihmQOYl90xsV0Li8hmBK7dEKg8urXH3wi10ZvEZOtEaXk6IKJ+s0zIDk4Em5eD3OIP1gVDrO2dvvE+y9rg0+zIrm6xH92lVi8IKta2Ty/Qrq/+yZ13H/DoHHQEzy9ONVa0czyMDGg5kGnWCt8iLVsRERMuz4vMMcxGEMnnVANnHZCZbMuVMX5eFWTKZZTLu+t7VBn7PwnO1dlM+tXZnde7SWU9PahtwVkHdu1gsCtuksE9OTtIJKObpjI0NJuPqcsu57lP3UAG5EYKgrDyYn8fJfJATcMjU9QzPFFCqhWkcWMlmM6Vl+VmIIcuTiYpGxWN9eDi8l6t+lpGNiNaZpZokOj4+ji9+8Yuxt7cXu7u7LU9EifLJgK3GflXvTL5ZiIVelU/uOmi5/i0bXNngzti296nPdXBrM0M11DPmIb3j1nSFcihPr1OtrvydcqZ8HXB9dQzl5v2b9SH/93EtYyijo/Hl8dSax0gdcOJEjHCD1AW4woautmXpXJsjaIGzyjCOVwNQB20qpCuEM0x958frocFORfA4JgXN5WKsD8vgAHFFImg5422apoDu8fFx697MKLFTM0vNPtEzNQbMPDMX0JXbPQoqOxkM75dsdH4u3cPF4sZ+9ul0GteuXSvGkPlnCs7UxU7IFj0PgobrH3WtaZqyKYHMnXnUwMf7gXWgHFnHGnhTrh5f5rhimyQ/90iUavF6j2M66Cr/LEk+mYFWPTP5Z+30+1w/9Xvm+Wb1c4zhagpii9fdr1GHM2KZAfaq6VygmxXuA16Ax7WFSj5YXIl4X0Q7zqL/GRLwSYxe7/T0Kgo8O1lMf7OJEHeTXBbO+rN6iLEoP+XpGw7U3lVA15UxY1cednDQZfuZOGA8NujyoBJnEzhivzojQ2cMuKI6sNUGc1Znyt+v+/8ua4Ku5E6Wm5WVgS7r4IOeesv2Zu2OaE8YcRcgy8jGDvuA+WcAn7FZNxQOljVgITBleku5UV61OjrZ4jO1Ty0Ri2qGwuvR9XuW/3nS2qCbgZa+u7WSayPgqQ0OX0ztjfJJKz3T691wDxmX1Uez6Jq8006ZbBB7p2cTY/yeMQRaUi45U/0Za5Ycs4N1CI7uKag8yYI7zrweXKeYgbIbNz7f6/XKCyb1l8vmfLCqfNZnNpuVg4muXbsW0+m0rJHMPBOXr9crY2x8lt95jQZUk7xaBcDVAH6vfssYdA2Y/LuTCWfSPl70XWVqToQhmAxICcyc9FI7uEKk1v/My1dbsFzXfdcHypHXuza/1AwkSVIWIuJxAHxOH75mJ/Nc6b25oVhGMpmyOZ6udO4Db5YVQkHp/wzsHGQzVkYWxWfIajPQ1X0eZuDHLbRPErEc/+4ycaPhyslJRFdYysjl5bKTHLLQTcZ8XbG7GJzawMNY6E3U6klQ09F4Olhb51ycxxVzmXqqGX49q+QD1tvdxWgyIuC6rGveF7rmqwo8/KPnPTQgb475Z/2byc1Bl3XPJnMFQJqko/zJpLmcysckn6H8KKPMkNXk2/WpJeqkrxXu0iU9k7WHyfNYlq+nc705IuKUedRot5Qpczv0PBXd3QAeI6f7PV6lvPz0+37/dB2pA4UrrcqXsnEywtdwZtae7fO4IUGAoMtDSrxNEfn7pNxLyH73wez1Yb9RfixXA09HZGppHVmLy5BhBMVvn3jiibJSIdvmm8nQ+3WV5PF298aUn4yCn9nrOsmwT20guWz5l+ugfaKMk7WUIfU+a1t2UA/zcLmxj3xckVxEtDcCSS4MsUimXCaov+7N1TwXtaUGspK1y9M9vZqXreTGzzdEZIa1i0BlOpmNf3pLq6RzvSNNjfIBzAaww3UATM1K+WyrjlzMXn1M8NJHoOtLm1SfLC7rdaElZz7cPOHHRboByEIBrDcZjRRCneaGIJM9ldPr3wW03ndZXuon3au+dYXNdrepr/b29mI6nZbtvdkReZQX21UzVq7sXamLgRB4Dw8PW29O4IBm2zO3mbLLVodwu7WIA4Gt1l7WUUk6qO30qqsSjaTruvLzVS0yPDrPmH2qs0tYP+7clFw0T0Ois6x/qAdsa02XKSsuL+WzWYiM/cENQZms9Tdj/coj09savqya1g4vOCvxyvJ3VZruTSZkdqbyk9KKLXFiLgsl+PrbzE0jW2UdVW8yXjJm7liTwrF81bnm7qttzmSWAa3LdFnHZoqr712DnjInm1W4gDFP9aUYo+K3x8fHsbu7W/a3M37r7ODJpHXz8HZz/TjdaGdRtXKyQagBnjEsydH1Q6DhTNaXgDHURaBXnbPQRZe8VR9uiad3SZAiqBDMSLgy1ljzBF2PHXh1LTPIDrrZmMmA1w2q7nNjmqXa7y7jpwx0pUjcteUN94LVWL4KWztuCHaqNHe/6KT6iCgD+eDgILXAarzy184zCoWuoy/sdwUl66VCc9eQwF2gnLkXZC7sfLY3M2Jdyuv5U4ZZmbU6uWvKgafJPg161kWDkp6IDvjxA3HI4gUOrHeWMraq+mWKXRt8fF79zPY1TXPm2EE3mMork7MbbsqdYKX/xTAPDg5KHUajUWxtbcWlS5dKPTXZ2+v1yjkMYqXKR5PCypubfqibuo9gulgsyhnS/X4/tre3Yz6ft2RFArO9vV3Gk+qQzUWwz8kC2WeUDz1hZ/icQCQYU87UB+IRdZvHmLI/uwDSx5y3l14s67iMODGtzXQ9uVVya8RZQnY8J7ZoKeRK0aXQtlIeNKzTzHRebkSUk81kHAi22V51t3a0qmSyqgfDC8qDLDuL/2ZupH4nWGcupwNXRJuR1RgC+4X/u3KSFcio6vUvs9msVQcHUD+bmMoYcTYMxDo4U3T5uAw4qLuUOzNemVy0JleMTfrIAUTd9Dx1jWExtkuGWWC+tbVVwE9l+m5NJclRefjrp7jkTmNIBzoJHKWbXJ2hfpLuqs0qi0AbEWXrtk7p87iyu+SqE/td192z1XMZE2V/6z43iPzdx09Nv12/NP5cZ2goM2/B8S1r27L0pFYvZEDhQqG7JdCV1dc9dKMiTt+wy11QW1tbZWcXX73OdHx8HKPRqBWGkEISCMlane05aPA3KTStn5iu3jQhpk1gd+ajsqX87mJJjlmsSf/XPlQKT660/F/9sru7G/P5vDCppmla7XB2w4E7Go1abId64QauBrz+f9d9Wd7OZGj89b9Al3UXCHoIgMaK5ZENkbGROYtJb25uFq+g3++XcBkna9knEVH0aDQaxWQyKfeR5SlPTXby+FHVi2AtUqLD0iUPAbwIjPR5c3OzLBf0XXqZ3lHP6Rk5MFF3aESyORI945tCnHFmZMRZLvsvG1sc1116mrH3zKuspbW3AdcaQfrtCqr4rNyYk5OTGI1GBXwJdHo9N88umEwmcXR0FFeuXImrV6/G/v5+7O3t3WgAzkGdzWaFGQhsNQO/tbVV3DSGDVQfTiRpQIr56T1KngQuUtLJZBKj0SguXbpUBoxe+UOgJcsmaFBpVC8OaP7uk3IOog6QVFjOrOv/w8PD8oJIrUDQs74yxEHHt3TzLw9RycAwU2o3Hh6Ty3TT9VHXBYAsU+s7Dw4OyqleDrSUsXSBoOpt8HfqkYmRKYr17uzstN6FxvvVJ3qLMresq20Kv/E0P74gkWEIERwBHF96qfNyZSCUtx9p6p6Oy5LyoFyyU+QkW+q3ew+ONRmrlDfMOnk/ZqEINw6+mijiLIi6vtJAZIy4K629OaKm/F2FsvF8s4S/OoYMiYAmS6wyOKEli6/O53ulfOkXz9WlMqkuPIpSeep0IreuqiPjlXoDMu+VsqoO3GXkBoryytiog4ffu4qbw7wYV6Ph0YeeiPrDgTeLZXtbPLxAGdbYuTPML2ciqPGUuYxU0DDROLqr6sDkg5yGVnLURg3VSaxY3zVetIVcoQmBHY9Qzdi8+tONtq+7VvsFvCQJNJjZ2M88XtVB4Mq68bdl+rpK32f67+RF3x0cVScPJapdy+pEsviUgK4qVROEN9hZloQiNrm/v99SvojTybHMKtHl3t7ejsuXL5cBQgXz06sUjuj1bkxSbG9vx5UrV1rnlgpw+AYDKUyv12u9Q8kVT6x8PB4Xhq0PwZ8Tbs6GXF4a5GJCNWUiaBLAs/yye/Vdg5/14u8eaqGy0aBkiXHS2sDNdCobkAxnZPd7qKGW1DZ5XjKWAjh3+aWzAszMIPg5vAQcJk126ehGMlB5HNLFpmlaRxJSLiQwir9zEwXL9VCbG34ekuPGVWW5cVUZuodeAJlorR+JE543xx91kWXTMEkWBHcPH9B4ZPM1BM4aEVA+apvyIMlaJZ17G3A2cHzQu1XQBJcUeT6fFxCVq+OKy7zZOJ4KNR6PIyLOMGeVI0VWmQcHB0XZuH6YLp7+1ytn1PaIaCkl3TCBrEIKnEnmJFtmoLrYrcerXO5dQLSMSUhevV6vhGA0y85BRJbl/eshJi+j5hl11c0ZlMqu5cWPG6Ds3ogoBkdkQOEtJoGhmConwGrehbNDBx/JVUBNQzscDs8wVN7DuRHloTw5MUQw8Ulf6qAzbR9/Nc/Emb7/7uzTQwWZTvu97CfKj+Pb73ey533i4cWM2VKPvF+9Df59lXSuHWnLmEo2oKRUAjkuTRK7kCJRYR2M6M5L6RSrdff/+vXrcXBwEPv7+2XyQm8p1kDy8wRcYQaDQXnPl9pOBss3Szjzk8vm6y1dyShHVzDKoOu5THn8Of1OZWbMS6ArIIo4e4SfD8JlgCsZer2o2Nlg0TUyCjIZT5mx9u/6nYaE53LQADtjVT05OeMAlLmubkjJqhwEWR9f7sRQg0A56wv9pZHnR2WTnJA5ruKF1Pqb9zuwEpRqJILGXeW40eKHnkTWB15nhoA8nOD5sHz+n7UxIqrEJ0srg27GHmoU3CtNKy3rLgCMuPFCSSkkATXLW8IWgHscSkCnVQ+KefFwDAIJEzubIQfdJ/Dg8jCu9SSDySbslI8vm+N3upq8j8rgbN4VpdZ37Ae+TkjyY9yc8vZ1lxrUPphZB2crywZpDTQ5OLhwnyljZ5neZG2T/GezWQwGg5hMJi3AFwD6eQQqV/rWleiCsm7qVzfIKt+NAMcT6+HkhMbJ441OYJxg0CCrblnKZKz8FY5RPjQ4GZBJXzS2M1Kge50EkBxkTD3TL45X1ptyc+ObGRreUyMDWTrXK9jdKtRA15/N3GYBgFYhuAJnQos4VVgCV82KSYGZT2Y5s2A/hc3NEdmaXJXJ8IOvB3ald4B1MM6MXcZea33gg9HjiBpsjMtmISRntJS1K7SDWwaoGQBmoFwDY/6epS6ZZM/LOPNcXSYyGhrhDAB0v7MvZ3Xsj5qsaVhd15S4EsX1JdO9rL5MzvRdVjU5ursvObCNDrzK08FUz2aMuCstq2PGiLM+zAxDjTg8ZRNpXiEfJF2dow5x6yqA0XIsbj5wd0dgp8kuP7VKbqhbVgKaQIJrGVV3D9T7IOBznBRjPhI+ma5+4wn+XC0gNzI79D2LiVGWNVbL7/4Rw+XqBE2w6MB1yYss1gHWZeJrkjNFzWJkjBNncTFnsP5bZkR9UNdAhANdS+S0OcdjpVn8kHXXb9JBMkdnXrrGPvcBzTYwjsylkEr0jjK9cePOA4icPXrZalNmJP1/lcfljCxbyT0n/SXbjWi/ZZdyVztqhoH6oH7uaoMTQSaSKe8fv2fVdK4daW6tlt3Lxsmd3draKgIWCCjeulgszpwSFnEKvIvFouzt15ZOBwopJeNBZKIcEBlzlGJyjSpjtDVGzevuqpDdc7LEmW1m4R1QMotMVhRxdnWDZK3y1SbJmgaBsqjN9jKk4uBCt7SLUamMrrQK2/IysgEi+RHk2C/Hx8exv78fTdOUFSgCYDcMGVPy+kjXuTLAmSjnItygMRE0BTzMs8tge+iKdegCLrYlI0Gql5eTGX56CBqLPr6VPw2c2uxjyMvhGO1a3seNI7VQhRtH6j+BnHV+WkCXyqJrfo8akFltNo5hBk0QeDhADRULVjhCiq1OECC6cjIvxmKzwannlR+BmoDtzC/7ZMpCpkulqoUUXDFcSbJ7IvL3g3GChrPaBNwMBLx/3bB09X8Guhkj1fUsrWLgWXbGjLN8eI+8LhldMvlVZe4s0Qekg7cGv1IGRll/cqWPh6bUlw6GGShmssnKzmTGPuvSXTcC/nxWputulpfXqTY55vf5uHQZ1HQ2MxBZW5alcy0ZY0GrDgZZCbnZh4eHZU85NyWIFXBiTGURADWTO5/PC0vxQ0AyweiTLf7WMwwd+GEiHlJwYKoF6HnSFEMKPoucWV1PuiZldPeQv4tRc4eSftfefr1dQ9usZfhcfmQovuSG4JGBnp6lTGqKnQ0Eytplmxn/ZaDviRNZ+/v7hVRMJpOYTCbFM4uI1hmtYsG+OqDf7xcvjFtdNYZqZy9kS9OUqDtae97vn57HkAEcP9xKy8TwWw1wa9czxkuWSOD3fuO9GYuld6Z7au6/6yOZck0HOLle0zvVnbjAstfBQKVzMd1l7EXfa89KecSwMsvm7MGVczQatYDcn/Ptpw6SAgGyVjLbDHQZksjANmunrzSoMYIuWS0DZOaVxfPIcjX4ZdSyiUtnukpsaxZacfnyun/P2poBpqcsv5ri83omu6xtbP/h4WFrvbUbIPYvDQrl5EzN5UwD5aSGvzNJ78l0HXDVhq72U0Ysg3WoJd1P4uL5Z8bVZZjd6+EQ3uP5eDivi8V6u71PMlm78fYxcZ50rok0r2z2f1cei8WibMEUoEWcnfihgDhJJfDTpIJOHuOh0dzF46BLpSUD0++qE8/Q1RI0zycDYAKgT3J4fEp5ZQrosSt/jjIi43CWIK9AS3k0ESOWyzKyWBmVO2N0HmZgexyYMzCuASFT7TpjbTW32ZMDD/OnXkyn09IerljRfZzwUQhCSxl1rwiAl+/GrbZpwesnQPS2ur5QV7Lwho9lyp6snGVTPl63DEipS64fzm75DOc6qOtKrnsM+bFvJAe/7iuKMpbvbeYna/86ae11ulnAmDOJWQU40KRYOr0/W3ZDhhfRXtVARZJya0slX/HD7zVLS5dhMBiUU5p4MplCCmSEWX5uAckwVR9vm1tRHzRkMCw3k5cGKUHeDz05OTkpQKtDT9gmMgsqJoE3W9FQmx1WvjR0NR2ppS5mkvVnFzFQYl1q5UTc6EOFCPr901Pv5AGxbQQsjYeszQwJMX7uAEnQcNAU6DqzdC/HDbLLhB6a629mzJ2csFyCIgmGy1z3Ux6u6x57dqDLCIDGp0IovrSPbeL4y+rkssjYLZ/1sMOytPY63YwR+P9dg0r3cDtjBiJUVrr67AhnB4ybkvWyAzOBSmhcOuW7yVROxNm3TWQK6yCaxbT0nddqcsiYiQ8wDyV4WCEiSrv8VCwCtwOJt9OBtqaU2ffzplX0qgt0u8hAlpd+l04JfKkXWX4CJ2eLtTIi2vqkOnlYyvsii1VmLFf1cgOfAWjNsHWNba+D6sGVFs6E+QzHh5ONrP9o6EiY2B4nW75KQfk449W9fIYy937LZLVKWvvAG1o0sqB1KqPGS5F1ZmfWgRFRGOdwOGwBhIMDr9FyZq8hySwZraZb042NjZb1JACxTQwheFhBz3kYJft0MTwvJ+L03AkuR9OWUbm8W1tbZVLId0EpPxo3d+EYB15m3TO9IEOrPev978/7c84oa3XxAcy6RLRfW0N9ENvd398v2811bjDror6gcc7koTZqyV7E2eM2namSqWmugoDGewlc3g+1cNgy17oGtP5MRnhUhhMmtkd6q+czubmxd+/KQVd18PFKkpEZBJZD0GYIjfdKR1YNbUWsGdOtpazDpAz+u/4XgGtmXevrHHj5fzZZQcbBE8o4Sbe1tXUGdLN6eayIQOyDO1NEMhMPL/igcMubydMtMw2Ol8dQApffqV1i8IxN1hiqK3kXw62lLmZJpc9kkD3LQc3kMd11WLXL2Y0o2y1g0O5JB3/fLMN2Edik96yv6pExVQc4X4HgZS0jO6yP6qtrNblnwFy7z8tTGzlOaRi48qI2Fqh3tTXyNFa1sKLnq+ec9ftYp75neLSOzkU8ifACr2WN8WfcutBC6HU8mtTxcroGBRueCc+ZZc1lyeovC+1t9xiRvns4ITu0xD0FB9+sAz18UCvn5OT03WU6g1XMTJ6CTwh5yliQUga62WCkUasZ0BpQULn1m8rgTiq/X/Vj3l5+1lbKWHpJD4JsVIZMMmTi20K8fQQKyoUhH65wyNiuZM1jOL0Nbii6gJTxUNc/z5ugWSMEfJZl8mwPXec8B70Lb4/k7yuKMv3NwhQZIyduSP6ZrFy3XS9dnusA79rrdOUWCczY0WoU//L6YrE4o6wRUV44qWMUM4YY0Z6EyAa+A0RtMHa1kXXXs2xL5ko44DrjdWXIwMjzIqPVd2fP3NLLd8epTJ3pu729Xd6e4TPwLNetuBTcX3GfKajrQKboLmf+nxlvgs8yI0FwzpZoZeVmukB95qDVCWyXL18uR3cSNBgu4FgR4GRkwdd7M4SnNjvhEHgRWBgO64q3sx8Y0+8CH8rNASgiZ601ANK90lGu6shYo4f3GG+tkSyOOY5dycoZs2ThQJzpR0YI1mW5EU/yxZS1wruATYkNoDtMUKm5WizPmZnn70JaVqeI9vIU5lHLM/tkwOugX3s2y8sBXHFbsVqBLtcnK6TAw6sz4MmYJg1abSB3MSmCFmXvALuMjbKeq6ZMF9mHuu79yutet9FoFKPRKLa3twsAMA7JZWMcwDQGAgXK1uuYyc9Bl2VHtFf3ePwxI0QR0WK5Xm5mlDMZUz7Ud8o++50kJNMl/SWrzTYkuSHzMrN+zPSXngi9HJdBzUivm9Zep5sprf5nRzNornuc5ZLFHR4elndWSak0ecVPZm27QEPXMrblnaz6cDLEwSMbEA6GvmzLQxsZUNVA2xeKK26r97bpr37XGtzRaBQ7Oztl8sxf0cKUTThEnMaCuQ7SAdkBbhkYe38tS9lgyeruDEkyXAbq1A09w52HYlm33HJLTCaTeMYznlH6Ved/yNhp0HaRAH2XPFlH6h7DKLqn3z89e4Q71pwNuoy8j8SOI069R5ZBBpkZzizPLrK0WCzKzlHdy351UFUbfEKb/VszWm5Y3KiyfVy1pPkOf3MHU+3/TNe70rl3pK1yvcaEI9oDg8CrXUA87tEVOuKsG5IBK5MPAK+nW0O/14G5BrgOujUGoMTfndUyT8XyNNgPDw8L2DJuptcG6eB1bfLwwZT1F5Mvmau5rF0yymSta8uAd10Fd9dQ12o62KUvWuHBdds33XRTDIfDmEwm5RxoxnC1DpsHNWVslQadAM16OjDRZdfzmQfCA/XZB5SbkycCE/uZZXt/UJ/d6LkO0xPwfiTIe7jQmXtGpHyNf6YT1A33OlgP6Xuvd7ocj0st1wXWrnQupltrZEbFveNrg22xWBQ3maArtqtJlGzQZzHbrCx/btm9NRnQkmcASXbqSuFlZYDL5xlKUMx2NpvFfD5vHf6uEIJAl28izval18CIA3AVwM08gGWyrcnX88zy6koOpGSvWdnOtvT30qVLJZSgzSQ7OzuFDalvKFcNUO20zNhlRJwxfJmxoIfj+kNvkgyQ8V6OUY+xkl0zH7Fs9rFAKvNanXx4ex14ydwdbCl7frIJSBoEJ26ZPoiMCEgdcL0+fAt5Nn9TS8tIBNNaO9LkvmaFZKwhqwjjOBFnY7sCkslkUoSp3T9cBiaFoNJpRQQHkcpgWcuYricHRHYIAZJvY+BEgYMGWUwG1HqeMdvZbFbe8cYtvZubmzGZTGI8HrdCCdzkUZuE8oEjWauPCbxdgCeZk3nQnXNdyAxPJqcaC2Sil6P/2Z++i1EDSyAlNqWVHcPhsAAs30QyHA4LC1Kb2R71P/UjA18Cm+RF0CAjo46pHPUNWRxl5TJz2TsY13SDSW1wssG/XFJ3eHh4ZnywryiDDGizV2jxftYpqyPryfIcN6inem57e7voze7ubszn8zJhWiu7dq2Wzr1OtwuksvtX+U3Ay7N1NzY2yolKOv/Ay/fvXk/99Y+XXQMCt9yMXTGk4Mu5PKTgoCtl5UDlhKLA9ejoKKbTaWtgR0QBVr6FmJsXam3t6gMqZM2ty+Sc9Yu3uyu5vJ2dsT61MmuMiSCnQc3wCeN68hJ8mZIMfsY+yZyvX79edHcymbSMAu/33VBst9ioBrm7uBn4ZMy6BrwubyWW6bL1ZyULrqrhWc0cM1nfEEQp52z+QPVwXc6McK39lCv7U31Bg6xrChmRPHn5LvtV0tovpvS46ioFs8G1yQ01SAxOy8giokys9fs31pwqHw0cMgOV5aGIzFqybj4oCJrZpJaHE6hwBF+1raaonidZLdfcij2IoSm+6LvMHFB8UGash7JhnNJBrgbizq6WsadlrhiV23UsAwV9xE6zuDYNkpgUgYuz5JILDyHXnIIGoq/lpd4dHBzEdDqNK1euFBD3tpGBS8fUv9Jn3evG2/uMMvXZ92VyZkxWuujeEXXfSYhIgLwwkgLdp+RLvyQ7eh1OGBw4uxJlQWLjBGJzc7N19shisSikRfoiXdra2iqTa6sSiGVp7Ym0DOn53a23X6sNSCpX05y+LVjPaB2kBERwEeDULCOtqQ9cVy496ztlyGT5Xa4H12w609XzzEvPCKz1XfFa/U+2oDWzYrYKJehcYnfTsjW1VEQfqARegk0XY16mJ2RpjMHV7ldy45wZjYiIy5cvF3BTDFarNrQ2WYO6tqje6yTQoPHK2C3lzOV40o/d3d2ydVg6SsDyunjfsDyCc5ZqrK/L03GWnRlZhjbUfyReAlytpOFSNo5FX/7F65KPx6VJhrI2cHxSRsqbOqSyhBcKJ6kPZJgVppOhHA6HxYgeHBy0jnjN+mmVdO51uhmwesOz5MKjVWcSKPV6vZjNZq14MpmuFMCfz2JCdBkdnD3RYjvQcnUCQZfMwb9rCYoMiiZdFE7QR6DLmVMCqZgTTwrLXgNPJres/6jYNde8y83L8lafLvOEutiDu9Weer1eXL58uSznunz5ckwmk9je3i6hAi58d4+LISLu1Ve5GqRaReN65kaOdT45OSl6q7W97vE4uGSeEf9X/pKZ36c8vZ8yPaiBRa1vfXzrWcZyqbN8zifFOP58uRv7yeuU1dnllHkAjF/zfGTuIuSadoLuxsZGTCaTsnqIp8uxDuuklUGXbmdXIRml98pRIGJwdKvE6MQ4r169Gv1+P/b392NnZ6e4jxpYs9mspfhNc7p0h+v7MtBlknIybKBOI6hm63Dp1pHN6DOfz0ueYrJ8U4MDetM0LUUQgEwmk+L+iOHKGMl18skl9hcnbfQMXTHlRwDIBoGDKvtT5fB6xtD8Xi+D96menAXv9/vxdV/3dXHbbbe1YtqZYXCPQWXzRacqVzrDcA1DTSpb1zkpozDYYDAo8d29vb0iA7JdAQ0nm1TH7AxeXqOOaYcXjSa/k9FJVwlimYFlnykv6Sb1djqdltAC9c5XvjCko7FNMBZx0LPu+Wagr7rxu0IHLj/JlYZY/Tsej8+Arj6TySSuXbsWi8Wi/O3S1VXS2hNpPshqAtD/7FxWUEpCoGTlydTkgh8cHBTQohvAw9A5mNzFdtB1YdFl8jW2jNMSJPmXLIYsSqxHIK31tTwFjPJRPQm4WjMqdiurXZuYWMZEnXGxvyT/VVit60KWHEAJ5GRt2f1d+fd6vdjZ2YlLly61VmpQljQy3h6CIEMPcpHJhDIvgjJXuWS0GqCK0zdNU1iWDJszNcqI391Y8lnpoPcjf5ecs3AK9SF7RvmK0WoFjT5dy8EYUuB3yc9DYO6FZn3OeilMQ2PIEwnVXuXLsUoDTbZNFt7v92N7ezu2t7cL46W3sS7gRjyJN0fQEvEe/t6V18nJSVFqBt7JuNRoxYoODg7K+6sUvxPrlaXyTqeFrbk4zrwJmGwXmSqBlYrvTFif/f39ltKS3UScehJcqiRrq0kztlHPdIEB88/6g3XILHfNI+jKM2PFShnb1YDJAEOy71LuyWQSly5darEsAhLBh7qh+qgcHhtKVuSy9XXPGXh4XdTfOrhf+TrjVHvpAbgRV/L72I+qg5KDMu8n6WH+0mG2SxO6+/v7he2yHykLlxcnyThO2R4flxnB8+eoV+pjrXLimls9S5KjNt90001nlqoRlG+66aY4OjqKvb29eOyxx4o83aNcNa29eoGJLmatYL9OK6HzdCOiuNvj8bjlfondSQBya65evdoCJt1HyyWgZcd7sL4GUgRQJcV1VW8OUI/zcnmXronpUn4CW86uyxjJmOia7icosj3OculGZ2yG7XZjR/ai/nfGquv6rsGwihI6++x6hl6Q6yEHusdECaqUUUQbePr901UxHJQ0cGKmmsSUJyVgYt1UPpcaaaA+8cQTrcm+zLVnPtRJTSb772wX270qE6P8PL7NcNd0Om2d88H+6/Xa23ad9CgU5svBqJ8ZAZAsHWgdkEkgNJ5qb7lW3x8cHMTR0VFcunSpNQZpmHu9Xmxvb8fh4WHccsstsbe3dybM4/VZltaeSPPBwuvZQOJg8YEgIOr1eoUBis1xICtmKcsVceOlgXpO6yL5hlTveFoyuhFUeO9IxnIjTq0/J8XIdPWRy6W/Hqbg3n4ZBB3kzkA/FZXsgUqbubq1PusykH7d+9LBQL/xb5euLEvLvCTqElMGLN4WyYTMhHWXTghsdT9ZICdcyNoEhJQtvSpn3jqvQQaRzNkBVc9m5MaNp/fdMhKUgQU9POq89Fpg6+EwybDmeVGHOcfCvs50j23JdC8jEvqN5ETjmIaWY5shEtf1Xu80Tqz5FE7gZ/VfltYGXbe27h4xufsgV4uznWqsOnU4HLastwsw4pR1KC56cHBQGIcGhjqKsT4uMyMjJnNUXfXx4/t8EDnoql5itWqHXEpNhom9CmAZq2VMNwNaKnemyEw0dh4XVN3IauU21mTvgzUDvK56dCUfYFm+noeHC9QP3r/Mk+2lrKWTdE+Vn5gQJ660ltzDUGovD5VR+QqVHR0dlXkJTog6E/exRe+EcwpktgT7mkHiGmQRF85PqL+4VpxxXo+Fk0CQ0Dibd53o+p/tXUd3NB6IP8QMykCGUG1mbJ8MfjQaxaVLl+LSpUtxcnISjz/+ePGG1k3nCi9kIOuCcZeHJ2MJdKUsnP2tuVu0pgo9sC5Sln7/9Ng7MWHlJ6V2xVBy0I04PcjEWbpbWMaJlMiMxuNxaQdXIDB+y3oRMKgEWfyW/ZP1U43Z8q+e1QAbDodn8sv0IWOozlSW3esAngFvF1tm/9NF9QGUsTPXtYj2UjDlrYEsY3l8fFzeSKKVDwI56qoGpseZudFCjFdLkpSX61tEtADeJ3wVH6e+OvA66KouvlqHpIMhBslHyY2/h+9cp/k8+3mZnvm1LhBmH/jzxA3F8WsH6zj2iPEqjKl+cmKyLK3FdGt0OhMAGy2QPTg4aIEuGxTR3uvvgKIOpFumstUJXPajOjHe5oON7ibzJDPJlu7498y1kSKKzWxvb5cyeT6Cr0TI3C8NfrUnY6HO5lZxdzIGpZgdQzwOWHyG1xlTrdUjA9gsb69bFmfm83R7CQQ1Ju4eA8vndZKBiNNF9GLEOviG3hn1icDmMWex3uvXr7fWjtZARUZRdeKkLe+JaL8vMANdgrfWiDu50H2Zh5QZKXqUlKXrTI0o1HTB+82JBP/PwoY0EgwZaf4oY+iOPwpP6pQ5NxxPCejSSvs1CsBdjaZpYjablR0dVBoKU98FQB5wl7AlFIKuXAef5ZWyZ6zcFUfX+XtEFOPAwcTfyaZkFLTujztcuGuMk2IZQFCuuubrT90A+qBnPt5uypuTD8PhsHgjmlRw2XifsRxO3FEfvC10h2tpFaMREYWZZ2BaS953HMhqB2OyNITuTjO260lMmMDrwEZ2yZCU6kndV3vJln1ilu1je9k+gjR3P3pMmc/7+MtCjBy7GYB1jbnaypYMd/QcDQJBl+OJhoHlaBz2er0yRjOwlvcgvdrZ2YnFYhGXL19uHTy1TnpSh5j77xSqBC+3xQ9r4QB116vWQRK2BMLZYyl+jUm5EjGvWv6qm7fZLbwPwvF43Do8RexI92azvAQJB11nLDXLynZ2tTkzQmyvH1ziAO9swwdFjall9fXvGbg7I2LiciiXVRdB8H7OiAPbw0GYgYizYoI1mSJdfk7qCEQoP5c7maeeJ9hnMVwmH2eSH+dWHORZB9c/tpm/EfCcedb6kSkb+1365Hq+LHRIo9vr9arhhayuGteXLl2K2WzWOqpg1bT20Y7M3MGI1k6TWRHtHV7+XNM0peL6zQdNJgjudfcToBwoV3Fb+H/G2FgPWnMt69JSIr2TTECrybssZJK5wL5shqEEyZLt0j01d4v19gHncpVV104jnmCm+tKTYP6qe9fAypYEZX3g18jO/FnpVW0bqRsHJTd0Thh8GRi9GbJj/aZ+JKg6MIkkUBasI9vpsVtnqGyLjyv/noV9CEKUrfdfFhflvRmocnKJMs3qlulqFhbKmLDqnsXS6e14eESJcyb0zp0ls46bm5uxs7MTt912W0yn0+LBZ55OLa09kbZsgHAFARVHYEy3Sr9pAozPumKrDnShKCzGt6iobom9PUyZNSbo6Ts3Y4jV8i0No9GoZXzc3XWWJTk4KGaMjXXkLHOmIJRfF9Ojy6U6adef4o1e90wXsnIpSwJ/LdWMYy354Pe8yDB1zWPhXm4mcxIO11Hdk8k0oj15QxbscvL+ITMlKNfkXvNulo3ZzAhnnifrRrClPLwfnHVmXhbL9np4KIr9qHw5jnwJHmXJfNUejlP3QDPjoPu1OevSpUsxnU6j3+/H5z//+TNyztLaE2mevHOyZVt6VgeHCCAlFAEwLQ07KRsQzkz0rCxfdtqR8vP2kLFkykWDoNin4rRitYrj+oB0A6KOc/DiYKJSOzi78nobu9hkZsBo9MjYeExfbaB01WMZeFI3uq5l9/jvDpJZXTLmn5WRgQzvYdyS+ahfCNAEXl3zPq0xcbbFjUdWL79fiV6Qy4h1yQCWY9e9KR8bMsw1ksA8a16ky5+J8nQPj14JY+7sf+8nGgyuInLm7sRFZWhZYa93unli1bQy6ErAGc2Xe6fKcAGxQEqrFrTWkRMCmqwiYHvZbs0F4M6SBbqM8XZ1tvJX3mxrr9drHTnHQ2cUr+X2XAKtkjMaZ97uVupeX4riMSmVw7ieszfmx3xUF8ZslfdkMonJZFImPX1ROfP1+nSBgT9L1y9L6zDebMA6c+K92f/O9vv9+ksmtZxuZ2cnmqYp5yo406f7ymVdXq4vN/S6c8Y9or19O5OF6/Eyg7MKmXKvTHkzfOZL9By8VDfKVb93ued6LjNUbvwcQ0gqOM7UjyJMPGeDBoVkhoaT7Z1MJrG7u1utv6eVQVcn7DiTEoCqEtPptDRaEzJ7e3uxv7/fWr0wn89LHjwl6bHHHov5fB57e3utjmbDuTCcr7fRAm9N2knINfZV+0tFUSfIoMiIaJ0tQwnseCUqmzNd1anGxLJ4mYMk1yc7w1ByF1XXGCvUs1/84hdjd3e3nHFxfHwc+/v7Z5Sb+fL/mqw9+X3OcgkcTDzcfrFYxG/91m/FF7/4xTOrXbwMZ24uax4+pI0s7oEoSb8ef/zxmE6nsbu7e0YOTdO0lmFJT3lgShZq8772v+ozLmtkW2rgncnev/MajQRj3O6NCXgy1zwzgA66bvQ8ZTJwPSaYkunqdw89KimksLe3V44T8HBixOmGodls1sIF3vvoo4+m9c9Sr8b+/o9gV1u3c5Eu0kW6SBeppKZpqi7a6uscLtJFukgX6SI96XQBuhfpIl2ki/Q0ps7wwkW6SBfpIl2kL2+6YLoX6SJdpIv0NKYL0L1IF+kiXaSnMV2A7kW6SBfpIj2N6QJ0L9JFukgX6WlMF6B7kS7SRbpIT2O6AN2LdJEu0kV6GtP/BuYqCGTV/UQvAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAAC3CAYAAACxII3nAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAACcy0lEQVR4nO29e6y161XWPeZa613n97DbvXugOy10002LgA0VSQDFghBpNAGJooBEIAFJMdEQFCQaBDEIMaStAkYFApEYExBrUUgUSjFy8kQihbagIlssu7t997vO5/n98fp71m9eazxzrfWWXfy+b93JzJrrmc/hvsc9xjWuMe7DM5lOp3VTbspNuSk35SNTFn6vK3BTbspNuSn/fyo3oHtTbspNuSkfwbL0e12Bm/LClieeeOJdi4uLr/y9rsdNeeHL6enp//zABz7wh3+v63FT5pcb0P3/eFlcXHzl+9///ud+r+txU1748rKXvezGuf6/oNykF27KTbkpN+UjWG5A96bclJtyUz6CZW56YTKZ3Mwn+395efzxx+s//If/8Krf63rclBe+nJ6e3tjs/yVlOp1Oxn67Ybo35abclJvyESxXHkj7o3/0j9bLXvaymk6nNZlMamFhoU5PT6uqajK5COqTyaS88GIymdRkMqnT09OaTqc1nU5rcXFxOD6dTvHUM8eqqs7OzmbuU1UX7p31ODs7q+l0WmdnZ3V8fFwnJyd1fHw8/E4dTk5OhnudnJxUVdXi4uKFdnAf6rKwsFALCwsz91tYWKjJZFJLS0uDjKjH0tJSLS0tDW3mGtrKtQsLC7W4uDhzf8skZbywsFC3bt0a5DqZTOrs7Gz4vOtd76oXv/jFbZ/Sbv5mn6V8fzcLdb3ueaenp/XgwYPh/42NjZl++L+tWLb+vzvmc1P/0VffN48tLi7WK17xihl9Spvgs7S0VAsLC7W8vDzcY3l5eTif3217p6enM3ZwdnY2Y88bGxu1vLxct27dGp6PLWFnthPXsetDzj87O7tgk5aP7ShlMnZ8YWFhRoadfeU17iOupzz//PP17ne/+0IbunJl0P2oj/qoevWrX30p6KYAKByjsxA+HzowQbdreAcOFhodxT0PDg7q+Pi4Dg8PZzpqOp3W8fHxDABXPVS4BCJAmzoCjm43bUFhrbTLy8u1tLRUt27dugC6CbiAM/dIhfD/i4uLtbKyMuM8cGBnZ2f1cz/3c7WysjLar5ZvytUK1vXz70WhjyjI6v/GclW9TdDlOAVgQ5dsF2dnZzOkY319fUZvDGYG3cXFxVpcXJwB3dXV1eH85eXlWlxcnKkTOnV0dFSnp6d1enpaJycnwz03NzdrZWVluA+2UFXDeQZd63iCKu3Ma/J3/lLvDkgTdDt8+XBB9zrE5JGmjGHUYxXMBvschAdIINS8l/+6JAAA5PzGPVGMw8PDOjg4qKOjowFgXV+u9X3syaseKtvR0dFwrUE56811VnjA147FBaNCSc/OzmbAG4VE7gAN90sZcv+rMMCOPfOsjp39Xpf/W+oyFhWMlc6AOT4GvB3THSMiFPTMumc2CdBVPdS7nZ2doT3o+8nJSW1ubg5EgWvX1taGa4+Pj+v4+LiOjo7q5OSkjo6Oan9/v/b39+vu3btD/QFv9BqgJiK8devWoMvUz/iB7nc2njKap6/IMO/HPa/SV5QOYK+jC488T7djsjy8Y77+f8ygrxreWpGcsvD96GCDkj19B1QWNr9zPZ46WXyXKuD76enpTHhFcVrFjsnMPxlu3tsM+TKHdx0leSFSCb+b5f+G+lmuY4Rh3verlA5kx6I+F8AEXQXM+G4ygH4bhInqDg4OBv01UGeabHFxcTgPskIaD3LlNIRtqOqhXfg5JmYd+0xZdjreObF59+n6M3Grk3eXtrhKuVYyLOl5BwpdOOzrALMOiLNx3C87YTKZ1K1bt4YPSpBhl8MfHzs6OhqYL/lef/zbwcFBHR4eXjgHQDew+5PP5n87AacTaAdtQdHt8Tk3w7OUo1l6yrMr/Pbd3/3d9YpXvKJe8YpX1Md+7MfWZ33WZ9UP/dAPDefdv3+/nnzyyfqKr/iKR1K2P//n/3w9+eST9fzzz1/5mul0Wq973evqcz/3c6uq6m/+zb9Zn/Ipn1K/+qu/eq1nV1V98zd/cz311FP17ne/u/b39+stb3lL/at/9a+ufR+XyWRSP/iDP1hvetOb6hM+4RPqD/7BP1hve9vbLugi37/6q7+6nn766eHz+te/fgCkb/qmb6o3vvGN9Qmf8An1OZ/zOfVv/+2/baPBDuhNFqx//pAe8/1sj77m4OCgdnd3a3d3t/b29i5Ei4uLi3Xr1q1aW1ur9fX12tjYqI2NjVpbWxts6vT0dLCjw8PDwY7Qe0A5o9GOHKG7jkwTH9wnXQRnWzFgpq3kdYlrV0lDzCsfkRVpFlgyw1Qmg4wHkxAOx27dunWBNRvUOnB0/mleCOLn+Rh1SrCrqiEdwG9ORWSet/sw+GDA9THX0YNzWU8PbIxFDZ0BT6fTAcj+6l/9q7WyslL/4B/8g/rGb/zGWllZqT/9p/90VVX9/b//9+tjP/Zj5963YyJVVV/2ZV9WX/RFX1T37t27cP1YOTo6qm//9m+vj/qoj6qqql/91V+txcXFevWrX33le1Q9ZHFvetOb6g1veEM9/fTT9V/+y3+pt771rfU1X/M19aY3vela98p2vv3tb6/P+qzPqscff7y+93u/t97ylrfUZ3/2Z9fTTz994Zr3ve999emf/un1BV/wBVVVdfv27aqq+p//83/Wr/zKr9QXf/EX19HRUb3tbW+rb/zGb6x//+///QzQXGbcBoWOIdu+CPGraibP6xQeunxyclI7Ozu1sLBQu7u7A+Fh8G15eblWVlZqOp3WysrKQGwyGsM2TSB4vpkyxAoi4rEU7pWEw38tDxez/U6eCepjfe/fEvQvK4887DsWVo0pxTwQyI+T6wBZDi5Rkl3iXeex0a4eY8xkXj1dXzNR/jonawZ71Q/3SAacAxAdiGefXMUT/9qv/VpVVf25P/fn6qu+6qvqO77jO6qq6p//839eVVU//MM/XG9+85vr2WefrQ9+8IP15V/+5fW6172unnrqqXrjG99YzzzzzHD84z/+4we2/Mwzz9Rzzz1XX/ZlX1b/8l/+y6qq+tIv/dJ68skn67u+67vq9a9/fb3pTW+qn/3Zn63P/uzPrte+9rX1wz/8w1VV9ZM/+ZP15je/eajbr/3ar9WrXvWqWllZqR/5kR+pz/zMz6zXve519YY3vKG+7du+bWjL537u59anfMqn1Ld8y7fUH/gDf6D+63/9r/UVX/EV9QM/8AP1sz/7s/VFX/RFVVX1Pd/zPfXUU0/Vj/zIj9RTTz1V73rXu6qqhv+/93u/t37hF36hnnrqqfq7f/fvXtCV6XRaP/RDP1R/+S//5frSL/3S+sRP/MSqqmEMwJ+9vb36X//rf9Ub3vCG+iN/5I/U533e59VnfMZn1HQ6rSeeeKJ+5Ed+pL7yK7+yvuqrvqo2NzcHknDd0kWiYwBMzrZqNr3VRaImLzBns2ff0/aa9ekIjSNRR59pu1ncns5er1Pm4dPYc+elQcbKlZnuZUbbMdYxYWRux57HHhiAqaqZwQHu6VQAYQrKcHh42ILwGAvjGXQ8pRu590AXimWQzU5YWFiolZWVmdSI2S/HkAPHPfWGQg6OEK+qZlIrNoou15394CjhN37jN+plL3tZ3blzp6bTaX3Mx3xMVVU9++yzNZ1OB+D7uI/7uPru7/7u+pmf+Zn6a3/tr9XKykr93M/9XD3++OP1nd/5nfUzP/Mz9U3f9E1169at+rmf+7l60YteVP/xP/7Hqqp67WtfW1XnAP/+97+/XvGKV9Qv//Iv1zd8wzfU53/+59db3vKW+sEf/MH64i/+4uG81772tfXbv/3b9fzzz9enfuqnVlXV2tpaffVXf3Wdnp7Wj/3Yj9X3fd/31Z/6U3+qXvWqV9X/+B//o87OzurWrVv1l/7SX6qVlZXa39+vp59+ul796lfXp3zKp9Qv/dIv1Td/8zfXY489Vq9//eurqurd7353fcZnfEZ9z/d8T7385S+vL//yL69/+k//6dDunEFQVUPU9bM/+7P1rne9q17/+tfXx3/8x1+Q+fve976aTqf1tre9rd761rfWU089Vd/1Xd9Vr371q4eBpslkUm9729tqa2urvvIrv/JCNJdlnkNF3wxWmetdXl4edKWbaYC+OSXAOaTqSDU41wuYJ9ib7cJosXv0G/vDFruZPNcFVGSVdjlGHseeYSf2qOXa6YVkUV2Zlzs0oNEwM0Ifc6jOPZ0+AFwZQSX5DwAbRJO9pue9CgvvlMd1plg5PXXGqQQUNdmp5YcC5rO7Oto5ZH5rXhSCbH/jN36jjo6O6jWvec1w/W/+5m9WVdWrXvWqqnoY2t+7d69e/vKX1+bmZh0fH9dP/uRP1qd92qfVt3zLt9Ta2tqF49/6rd9aa2trwxzG1772tXX//v16//vfX69//evr7/ydv1Pf+q3fWr/8y79c3/zN31yf8RmfUW9961vrscceG55Z9RDwfvEXf3H4vr+/Xz//8z9fP/VTP1WHh4czsn/f+943pBO+8Ru/saoeMmaufdWrXlXHx8e1srJSX/IlXzLo2Etf+tL6lV/5lXrHO95R//2///f6zu/8zlpeXq4v/dIvrT/7Z//shSlULj/2Yz9Wf/2v//X6uI/7uPp7f+/vjcr6G77hG+rJJ5+sn/iJn6h3vOMd9Y/+0T8aGPrJyUl9x3d8R/2Tf/JP6gu+4AvqL/7Fvzhzbd5rrIxFaSZDSXqsN7TTg3IG/5ze5YFmdD3ZbDLcLHZmTpHlYB5pBRM0635Hqmzz86I/yyCZfidj/l43vXBl0O2MeazyPmcsZ9INEtGZHAOMMuwn70Pe6PDw8AK7PTo6mjl/noBpx1gbqIcdRoYXLm5bl9OFFTOdJlk09+d52QY/0zlfG4SNpmtjthdwIw85nU7rH/7Df1hVVZ//+Z9fx8fH9d/+23+rT/7kT67pdFpvfvOb66UvfWm9853vrLe+9a31zne+s97+9rfX137t19bLXvayeuc731lvectb6qd/+qfr7W9/+8BYX/e61w3f/9Af+kPDsxcWFurTP/3T69d+7ddqOp3OMOInn3yy7ty5MwD3a17zmvqBH/iB+tf/+l/XX/gLf6E+9VM/tb7+67++tra26lWvelX9i3/xL6qq6g//4fNdDt/znvdU1UPQn06n9b73va+eeuqpGWf3yZ/8yfUrv/Ir9d73vrde97rX1ed//udX1Tnz83QmyunpaX3nd35nff/3f3999md/dn37t397ra+vz+gpBOITP/ET6xM+4ROq6uGijne84x3DuQ8ePKiv+7qvq1/8xV+sr/3ar62v+ZqvGU2FzSuc775PHeP3zlFb3/P8qnPdzqgTYmMAsg4vLFycNjlG4BKwzXjTQXSzfK5SHAG4zv6bZCXv/ajphSvndB2qdN7ksofbuxLWOOdjYLGXY/7f7u5u7ezszPzd29ubGV31bARAmZQDCgG4YxD7+/sDaAOSXlUzCErpBCsVygHgcf3q6mptbm7WnTt36t69e3X79u3a2Nio1dXVWllZmcmlVc1OcXP9/fHcyKOjo6H9u7u7wywLFAkm7T7KOtsIAN2tra36/u///vrCL/zCete73lWf93mfV3/iT/yJgQm/9rWvrQ9+8IP1tV/7tXVyclJvfOMb6/bt2zWZTOq5556rN7/5zXV8fDwcR17vec97anNzs17xilcMoPvxH//xVfUwpH/Vq15V6+vrQz1e97rX1c7OTj3zzDMDAAO6Tz/9dP3Wb/3WILef+qmfqueee65e85rX1NLS0gCwH/dxHze0m2NPP/10bW1tDXrzYz/2Y/WhD32optNpveENb6jf/M3frF//9V8fGPLZ2Vl96qd+av3JP/knL7Ck6XRaf+Wv/JX6/u///nr66afrj/2xP1bvfOc769d//ddrOp3Wj/7oj9Yb3vCGesc73lE7Ozv1JV/yJfWDP/iD9c/+2T+rb/3Wb62lpaX643/8j9fR0VH9mT/zZ+oXfuEX6nM/93Prla98Zf34j/943b9/f8amxoy8A80cpEodJdpCt2/dujXY3+LiYq2urtb6+vqgrwyYnZ2dXdBJ61wuVMG2j46O6uDgYNBTIlTPUb9161atr68Pz62qYQYRdj9m+13+ex6Rcj/m97xH/pbfXzCmmxVx5ecVOsphsDu56qK3qppdhePpJ07iZ6LdjHisLh3DpT3OR5HL4m8XxncDff7LiC7Mlmd1HttytYfP37If/HEq5qpKwPmA0o/+6I/WT/zET9RHf/RH19/4G3+jvvIrv7Kqaiafu7W1Vc8880x927d9W00mk/r9v//317d8y7fU1tZW/dZv/Vb9rb/1t2oymdTrX//6+rZv+7aaTqf13ve+t37f7/t9NZlMZkD32Wefreeee27I05oRv+c975lhve9+97vriSeeqBe96EX1hV/4hfWf/tN/qh//8R8fGCnnvfe9762FhYWZ2QPvec976iUvecmQtvicz/mc+umf/un6uq/7uvr5n//5qqr6pE/6pKqq+szP/Mz6tE/7tDo7O6tnnnmmtre3641vfGMru5/+6Z8envn1X//1VVX1Hd/xHfXqV796RmY7Ozu1srJS3/u931vT6bRe85rX1Hd/93fXJ33SJ9W73/3ueuaZZ6rqYRqEVMhP/dRPjfZX1cW8fNXFOex5LXqEHXpGUNppphJY0JSrHzMCM8D7f9tnMkvq4fqxvN02nnWHQFX1RGNepHCVSHfsupT7dcrkkkoNP37Zl33ZsAw4weOyCiOcpaWlYVVLUneKWW7ObfUAEQyWfC6Chw12oZlnEnC/nZ2d4VwAkqkvnIOAu1SBp3d5igtzGNfW1ob//49ML7S16tzJWMGYZJ4KboMyY606XxYLk/nH//gf18/8zM9cAOgx52SD7Yw2+6xLOeV9rAe+/lGU9vj4uJ577nxP9rt3715gV2Ml62/D+aVf+qX6oR/6ofo3/+bf1Nvf/vb62I/92FG9zhDefeJIIp+V4DRm9PPAspMZxz7ncz6nNjc3B11N0lJVg/4zsHtyclIrKysDCTIxckTKIghsD5bryJXo8Pj4uG7dunVh+TkMd2dnZ5BZztaxndy6dWt41u7u7gyr5He+r62t1fLycq2trbVTOruC3HJ1rfsyHRUlc+K/8zu/U//u3/0799mocl9r9kKnNFlBznWjcvoTQrHnAmQMoCgP3ozrOG86nQ4jxzzXgx0JLgYkfr9169YA5nQqo7jT6XRYm+5RXLcFpSQEc3pidXV1ZtAsmawHDHgeQO5RZgOxr8F5MG2n6uGaeWTkfLj7g2cZuMfKZcA4z+Gmg0gH/Shs4VHZRQe4lN3d3friL/7ietGLXlR/+2//7WEecucw3J4c5EXXOiLB+b7HPOLRpRWuKoNks4Aby29Tn2mfyRF6g605rQZIw3qdprKOcx11gISsr6/PzDbKueW0ndzv8vJyuwBpf39/eN7R0VHdunVrGCCljik/20J+n+f45vXXdcsjpRcyNBgrNDbn/6EEnvpkheDjRDvXOj9lponCJ2g6tMn5s1UPgdhTzzKFwL2pH44AZru6ulpLS0sDwDJhnN+csjCLHxvksyOzUVsuHrRwBGCF9fUd6Hbhl5/V9XeeP9bfea/LnvtClzHApS6bm5v1G7/xG+3vV2GYY4TDbLcb8BmTQbLgrh5jUYj/RwfyWWbkTit4cI17oPdnZ2czkR5lYWFhsB/rKCBsHfZUSFam7e/vV9VsSs1kwOk6bB+gzqltjgzBmMvk1PXFPABO4tmdf1m59uwFe3x/70ommCeTyRD6GzBzySAe18BhNpbHl5eX25CODrIXd76VsNSgm8Lz/Frub0bLdnbr6+vD/XOTDxgD9eXDQILTGAnE9v7JTJihcXZ2NrCGvb29mXO5d9dHHaAko0uguE5xP7jPLqvDo5Qx1tyxkzGDyajNskgwol0+b4wJ5YDxPCMdA/fsg7QHkxmzTKIwxieoLzZ3cHAwtG91dXWGBVddnKeeOWMIBmwUO4apmqzwHOzn3r17dffu3YG1MlbTEYyqGsgOdSeiI21xcHAw5M5XV1frJS95ycB6u6hhHlCOYVvqDn9fENDNSl72vaPs0+n0wrJDjntSP8oMMKeiGoSSQboOGLuZYbeCy0phj1l1vhjBsw0IewhpYNEOzZwmwOvbSDNHnXtEzCtOwSQo+3lp5GOMtVOYMSWax4K7Y2O60f324QLvWLkKm/fv84xoDMTHmOYYYI9dd5k8u9+S2HT9bhLgQWKTAFJS/pild7JhIyf3LTaLPXYOAxzg3p6r36UreAZ2PJlMBmdSdb4zoMd89vb2ZqLfjgTOK1fVx+vq7bVzup1BjRkt5+Lt8LpVFzfaYHqYN7xAMcZYSU5R4Z4GXZg03+lYlNPhC0z86OhouOfR0dHMnq2wVsKj6fQ8L+xBtA4EM5dr4M3dmGgjbZ83WIRhcI3TDemsxq6/yvEu5LoMLC/77ToM4bplrO2XhY6ONMbY81XYjcHLumlg9N+x53XM3Of7u8dKOB9bISK0rlXVzKC0yYwHnp2q8vMdHRoMmVKWzHI6ndbh4WEtLS3V8fHxkJ7D/owH3QKnk5OTmQHr4+PjWlxcHAbU6b/Dw8N68ODBsGKO9F8HumM6nLox77yrDNxRPqxlwChMhjp5HQrnjS7Y6Hg6nQ7z91hRVlUzypOjhgAxyoQwc0MbAyJgZq/vUU579VwRM51OZzbv8OwF0g6EaSmfDkRt1GkArvuYUbvtXJPKlMZ31T69KhPLiOYq3n4ekF3l97E6d9dYhvPamSzU56chzQNZg7v7p2OdBl3q7k8ni+76sfby7EwxWX8ZZAIgj4+Pa3d3dyb1VTU7CE5aoBtAtE3y28rKygyTdj0BSRaPcG+DvQef+c59sJPFxcVhXi92SHucvrtz584wkJdydhScK2az3+f10VXLI+8ylkLnbxdKdcrsUMf7J2RS34qUiuWZBAbA3HMAIPVKGCulz3NnGwA7B0CduHdn5FaODNOqaoYBdzJO+VFPG62POaS9jIl1/df18TyAvYylZVuS4eVvv5tljOnmOalbnRPpnM8YEeHvmNGOlc5pj52XepS/oQ8eA/A+Bp6aBbAChNZ9iAO2lflrigfhHFWO4UTV+bzfJBzd9EqvBuR626RnLSEDmPLBwUGtrKwMkXY31bVzZF1fJLm5zMa68mFt7ejOoZhdJWubTqe1uro6zF3d3t6uvb292tvbuxCOdIKkmOE6r5Oj9ZzrBD+/o3zOCVN3r0bb39+fmS/sJL7Bz23tRqqZymVjIbdlxexk5vO9isc5M4N6Pt/lMmDrgPeqwOpzkvnNu7///m4Ar3PjY4zR9XSfdHUdA83OITnNkwOiVbN7l/iaDnATrHLPg0526JNJBfdB/zlmG2KM5eDgoLa3ty/oXkZsHbmizo5W/XxA2/KGUZMG8CC387tODRLZetk/59++fbvW1taGOfik2nZ3d+vo6KiWl5eHj/tkHoCO6f5lQD1Wrp3TdZ6S4925HnWkggi1qgaw3d/fn2G6dCjXo0gIHC/Fd7NWFDkVko5xbs2MgPPIKzlcX1lZGTo1N1juBuJoq4sN0OclUJr9WtEdUvE3FZ17uj1Zl+57x2bdj/l9TMkMWmPAOnb9dZ5zFTaduX3/1jnlZMQpm3nPNnDPk006pO6+81jUPKfnY9hXzv6purjKczKZDGH52dnZ8H41wv4kVFyLfRi8LXuPw2Rk2OW3M8+MrTq9gHxJAeCAOOY+w642NjaGXDXP3NnZGZYYd+Sks123v/vtumz3kWYvmGV151iIVbP7FqAUrKEmB4NHwlOTFOeeXljhnKrvXXW+/tvskHvbwDrmAcP173QyMxq4V9X5KCzAXzUb+rkYyM2y7Ty4zivSki3Z6bkN/G8lH2O8nXHnOWMAmve4LjCPld8tpjuWE+/6fqztWa95UQMyz3vm8922dHLZH2OGPu849SQ0N+iaAGETAJenNaKLJycnwxQurrE9eQZBDiZ7dsTZ2dnMqjFHIBmNeFyDWRTOQ7sfWHBE9Jj9RdupE+NFMF5YvVMN7usXulwZdA0s84rD8PTwzOU7Pj6uBw8eDEv8/JZej1ZyDA/sJYPcc2HhfN6fQypPh+E8e+SquqAAKAphDQBISAPbNTAbQKmT72v58Tt1JTXiTs9rk5F7YxKf3xk95TJFGmO6+dvYtS5mMF3Jdvm6q9Z37L6Wx9jvfsYYs+xYpY0+HU46u67YAaaM5rFY13Ve3/AboJtkALlkmI7uci++k+O1HaLr3qzKcsduSBMys8CkwvU+PT0dFieRf+U6QLqbOeEZC9yTOiU7Zg7x6upqHR8f19bWVh0dHdWDBw/q9u3bF14Zfx09HHOcl5Vr53THPHgCwBjbgCmyK5jXhSPoqvO5sA5jMsXg31Ge7NyqfiNy2uJ0QYY8Zqecy//87hVnea4Bxo7CDsIswKzc1ztnPRbOdfKeTh/uJ/HGZrOWsX7tvH6niNdRsnQqeZ88Pk+Jz87Oant7e/if0WjfowPd67ThquDX2YKfNQbyY05xzAnl9WPPNiFJ0OUejhCtV5wHwEE2/BZsAzb3x25gpYBy4oBlZ3Djr5e5m/DQLttSl6vneJIU1xe5YGeeocG5Kf90zC7zyMi8cu30whjomqFmDtLXMGgGzZ9Op4PH8qBWVQ0hhNdSOyRHwGaOWScKSmTFo27OJTk14s7F6xL2cz6FzjUA+Jn+eBkl58EqmOrikI8QDUblZcwoPG3wHOOqmgHcMZAglCO3XlUzjMFGmo5wMjmfFpftZDCDKIG2kupZWlqq27dvD7KGwayvrw+bD2V59tln6/u+7/uGEPYzP/Mza3V1tXZ2dmY2P6KOOHam/LmfnOJhoxTqxblEYujhnTt3Bge7v78/rIjCcGmf34jLYNXS0lLt7+8PK6cAg42NjRmZ0Zek1G7fvj3TB9Ppw9xk7ovg1V/Ly8sz/buwsHBhxzunArzRE/Z2dHRUW1tbF4Czqmb6h5WQ1OPevXt1eHg47I3gZ3Q5XuwawuEXwZqIYOO2L/Ta71XLATmehaxZvba3tzdszuPZEUk2umPIdZ5djZVrM10zQyoCAJlxmYER7iNQb1iTYYO9JR8A1+kDv7TR7NRsMEECAXYDWAm23jaS62hP91ZVA9FYR9hoUJrMjWed/Mxk+wZjOy07QPonQ+9kDAbYs7OH02wyn5YOL6Mby4Df1tbWhrZhPAASwJLKmyuROoWn7O7u1vHxce3t7c2AP/enr7Kenn+a850dbS0sLAxvu6Wu6K73b8ZReiFQVc0ABTts4cBt7GZ8VQ8ZGfNP19bWhntbJn6GnUWyYtrJUnXskWcCegwwsWNXvgU79RzbvnXrVt25c2eGRAH6dkb0oW3Uq0WpB1s6sqKMfoFgjOkD5zhPjeNNkuatA3CqtifrUcfMu2NXLY/MdP0gM0X/nosMTk9PZ9IK3X1pOGAL8OYMBg+qJYAbZF3HqtkQKXNe3h8BYzV78HnJhCmp8B4o8ECFFQmlQ0kc4iUI2YmwTaZZqAcGElQNulWzsyTM/qvOp/BQX8AIYxoDXTtZnKfz63YkKDx92YHuWBqCNjHgw8YpVTXjfLy82tdVXdwTwb9TV/QPWRuEctN8QN5vBIHhEUXs7+8PrNNTE1OObJi0vr4+vMfMgGPwywjOjr2qBkChDVXny3epH0zX91hcXBz2NUi5uR62w5y1RF90syFMhDLX72me2Dc6axvL8N/2Zjl57AWAJ3VCFMQ5qScduCa5ekGYrnOMGE6G0jmYYSUij5vbuVXVzF4H7FS/sbEx7NqFB/T8PcIbGB8JfISR+U/AwB1htlB1Pgjh9tpou7b5kyzDhoS3pbMNQn6OjZrBBZSPNpKKIKzN2RzUwaBiZfSST9gDwMHmIJ7Cx7nIGUNClgZVCuAM+DIICRMBpGDU1JO2cM8uJ+lycHBwIa/djbqjE6QS0Ce/KhxwNfvmL6yL9AB9YH2xw0dHkR/TI5Exy1JhYjwLgLxz587wfTp9mGba2NgY5OwwOyO3TP9gK85/k4Yy0EJuqB/LdHd2dmp7e3tm5B/b8zJgBq02NjZqZ2enHjx4MJO+yX14eT597CX4CwsLdefOnQF8mZNrspbO3vaJPme0xs5/ADB9ir3dvn17cEImCQn0vmenl/PKtefpJsOdB0Jcx7kJyk6eI4QEWg86ubOdasiGp9fpFLELw8wQ8n5jDD4Zdl7XhbRmuPnxAgznuWBZmX9GCSzzsRyUf8s+4rlWUtpphpXLQJORdmyA4518PDe76jz3zvLQZKK+Z6dXyXLcl+gVQON2c8y5Z671aLqJQ+qJIzGnmpzmsE7DGO1YAGP2JEAWqbOexYJOWc8zFeelvzhO+tNOmg9tI7Vh3eQ321baOyBucuP9bW1Lvo8HzZIJd/bd2SGls/vch4U60B7rY8deuU+XhrhquRbomslUXXxluQVvI8mwknuR362qgWWQw/L2iPw1GFuxURKnGQjfMyVhoO7a0gFptisXLWSb7fW4p9/860GObg4loIt8eE8cskpW6VzkGOhRUGqzyXwuMvXGOTBav1srn8O9E2CzP5BPyhvAda7X4NG1yc7bMuRc7gGQOUe6vb09AChbdC4vLw/Mx0DDsxz5ZFrHwO6FNl78s7m5eWGaEuDEQA+pAIN2yte643tRDwOe57XaXnm2mSpyx8aIPtBZBqAyuquafXX7ZDKp27dvzwzsIhsIhJmtn5uR8MLCw20nPf/XOunn2jasg7zjzVE1TsBLn/2ewY6kjdnVdcq10wsGJ7MuV8RhMoBj1nd2dlZ7e3tDyMDSvY2NjVpbWxtCDjPcHPhI4CRPZhaYIYHv13ksOwcDQnq+zJlVzXpc3z8ZWoK4c+EU5LWysjLIcWVlZWZXfAC5A1kbFs+xsQK6yAjjYef9bINf2unoJJXQA2x+Ltd41ke3CpFr9vb2BiNfXV29wHRcqJs/BnjvfUxahFTB6enpzHvsptPpTPrLaZd05nYgCe4Ol2krugvoGlSRHYNdOdDjnC11sBPKXKxB147LCxgAP4OuGbj1hHEW2mHZYB8evDIJmOd87UQs44yQ7MTzbRC00YuxHEnSjsPDw6Et1s2q84kA5LDdJhyB9TzrmVhwWbl2esGga8ZngDMYE/4ko/GoMiFfTguzEmVKwUrn0JfnZ7hho0wPZjBKcMqQOOXhNnOdAYuSqQquoVhhPCqNoVTVTI5qcXFxyCsmwCYztzFwPGXHPceAvLuvn5npmjQ+z3Bx3toDdsiI4xhyF5n42V1bMmR2WscDMw7z7RjMch1B0Zdubz7PTN4pABgsk/UtQ/ra+t9FTm4fdch0hYEyowU7SAMsx7JdJinMbtjf359h/Y6yrCNZ5y4KQk4mIB6oQ4+6VAzP5rt1wvZo3PIYT9oDuue6gSkdsNKW6wBu1TWZrg3HDMaGgVKTNKfieDWP+pJ4v3fvXq2trdXm5ubMAJnn36K0uQDC4GeBZv7TebdkKR1Q+D7p1fx7VT9xnf8zLE7QRamT7XINrJNzVlZWan19fXg1NX/pB480j+We04G60E8wSMJSfkunxz08XzTZJucQTnogyqPosFrkzuu1cchdISUwmZwP6JmhOExGJtSVtfkGEA/CuY7WGetnApsdtXOpm5ubtb6+Xnfu3BnuT79xLm0xwKQOUgcAhIEvgyj1QYfsVJB1ptxgzPSp+46+hoV7tgvRCvN000GaEPiY2SR1MrnobMGOpqpm5uSit3Z0yM124JlHPNeROJEOg4hefWd7piS5u0q5NtM10KYBm9Z3xg0IAiSMkua0MCuy5zOmx7a3oo5WzKrZvLPzlcmcDJIG72R0nHMZ6HYM2/fwc/kkSzB4ccz5P5SW8zgXRpxzVMnjZh/RJuRVNWssfpafR/G9DEx8p/8I2z1Yk1GL+2YyeTjwMY9tpOx9zGwnrzcB4Dv6zblmxNaP/Fg3/Qz2jAbgYbnM2ki2nYTCumu9Q8dNRK4SCdJnBmhfY6DmfIMd/UCqyzqQC3pShvR19oXl6/DfmEH/mNWbjWakRd+7P1LXk53bBo1RVTXjCLP42quWa83T7fKdY+BkNmi26ZzS+vr6MAEc4E1lZtAhlYT68Dz/n8ZL53sUOoVooZud+ZwEeBcrQAJa/u6Uhv93O9yZmdcj7CYdYC9P2gHGS/3npSHsxRN0reheoJIRgQ3OobZnO3BPMw0bjB0tvxMRZZ2z3wywGbZ2wDudToe8uIF2zInzrA5wvfGKZ4B4cQOAy5xi94/HK7g256laP+kT0nI8P8Go00v3p1miQdf67ftxHlsn2j6SSfM8wJnBUT/D+ogceIZz/4Cu9dT1NcAm8KZN8Sx0i7pxT2MW9zAG8YzUv2TA88qVQdf5OIqBo2M6hMQGarzZysrKMFvBr0umOGRLJpDCt7eqqoFVJbvMMJF7pBB93ADp73l+Kl8ae8eEMwxL4OW67FiHr6lgzIHFiTELgtwkuy0hCysiuXc7HRvSmMf3fXIwhtVJDuP4ZESBgbmN+/v7A1P0cyy3DGG7/J4HxyzrjAQMCh1r9DHPHzdrXV9fr83NzXr88ceHBQ6k1La2tgawZ04wA2GA1HQ6HZYXd6mNhYXzxRU5Lct6axnRHvoGEPHMh+xT7mm9xA5xINTr5OThDl4cQ6aAmpdhj5EdO2L0ETk75eB7TybnMzB4zmXFAM91jlRSbgcHB1VVFyKRRy3XnjI2Fq4l6+0Aperc83oKmNmrASb/utPs9W1kGaq7I91ZzlW5Pdwj75W/+Xn5PZl4XpMystwc0rmN/p5y6kJbzsVozYiRP94coAV0uY6+43lmRW5bAqnr4xyqlR2Fp07ZP7TPmyIZEC/TwTRm7uEB3sx5p+6kszMTT5ZoGQG67CEBQAEK9EmmFBxlZLut/56NkRFQ2ocjkowmunRdMtxk/wZ3D1x7dV1HOsZmFLm+tkH/zvXpcH2eCZf7M+02nbqdSY6tJF50+JZYd5XySCvSUtF9rEs/WOAoCXMmc3tDBNLNy+0S9ZQ0FCuNjWwymcywowRKCzVzUOl0umIFSFDPjk9ZpnLzl3pbAX1+Ttfh2RxnjiNTz1gh5ZF6jJFpalU1vLOOvCqrmlgbb1kzCGHnyoAqOWZAHaOvqoGl2AkaGKkX+x90YZx1k/+pr2fKWJ7p4KrON1iiHQYkWCHLcnP8gRD09u3bdfv27WFjnKoa5M3+0ZPJZIjyOMfpBGSOLLsVmZ5yhozYtGdhYWGmb2m3I8ZcqoxcKE4T2V6cUnF0xWDndPowbZMOy1EvqQnSYTB31537pt1Z5wBYnDoREVGF5crzOL60tDSkeJgbvbS0NOh8gnzinI+n/l1WHgl0fWzMo3mEEqO08ZHH9UTyqouv+OgaTjEwdX+5j0PKBNesfzJKH7/Mo415bNe/Y1Ouq9uQHtf3sIzMUuxsfE/n/Eg9OKeFEvO/UwQAIuDCKLcNgr8ZxsOKDSQeG7BRJHODofIKGQw9ZeqBFtqHTHx/ZNWlbjjfAz9mozgbNo1BNsgFMGYGTlUNE+3ZkIclzxAKs1GAwlspZt6VtgHUtME5Yd/T+saHlESyXOtip9N2ds6pelqf0w5JuLiX0zXZP7TB/ZRpLpyAnbTJjPvOs1icI/azuS4XdmSKZExfxmx9Xrn2lDF3RjaSY3hsgwOKtb6+PjMA4MnkZjZjbLaj9glC1M9sJQ2T6+m8q4YL/i3B+qphRgKzO9nythwc4oxd43o4bDcrwEis7J62hTI63wVzIb8GKwFInR82iCBbzvGAlcHXK+HyA+guLJyvxXexUdqoE3R9f0oHODljAfbPijWmtVm/YJmrq6sDG4fxwfYZPPPy9qpZhutplt6U2xEe0Z/73bMYEqiSbXKugZM+wU46/bTOZaoD2XqfiEzh+D5OQ6CDR0dHg0PAITknnOksQNV2YAJF35l4pZPpBnaRR+Jb2leW6wDvtXO6GZJ1D86KEiaQV0SwHgigjM3FNSOrGp8qRDHbQxls9Bla+R75P9d0KYh5113G0rtjDuvoeIMhhTwa7KzL5fFcKy2K6vyo934FAOmD5eXl+tCHPjQzqJlzX81guTegO5lMhtVnTJMyS7HCexoSoO8VYltbWzO7iVWd75bFNbQLMPdUJsvIzsz94fZtbGzU+vr6sFrS0xedWgCYGcTEkbGZzvb2dq2urtbm5uZgCzgi55uRI2DLYBn9DqjS3z7PUYlTTOg/AOm6A1xmpcgRmTldmPblfLbfMsHKUPLSfFzoK3TOcrNtUlfmijuaSqeCPmTk5NTkY489NuggK2KdDsEWTOhyMkAHsFclXFUfxoY3+eDufypuoM5BgWQ2eTyfnV5zXpkHoGl81ykdK86/HSO/yj35nrlLhzuWkxmw5TwGKlybKZ0s5OlOTk6GcJ37cA8DezKsMTabaaqMHAw+BvWzs/MdvsbYfTodP8/t9/MsX7N5dsuCwZJ/tcNJ5mdm7Xy2GbEjAQ/uZWibLNyMLgHFfZ3EyHVOZjiPuCCvZHnWz2TQnhlRdb7DnCOPvF+Cdxe14AR8D+t76o8BmefY8dJ2UiFc22EYTsEpyk5e1ynXSi/YEDq0t/El28r5tlZWKp+/me1VzRrG2LMpXY400xYZznf39XmXhRnzmK6vcZqgO5/7uL7O1/EX4Mt68b9TBDmDxNGEp9w4BcMgJ4ML7neHsgZVv31iOp0Oc4YJmwEc7uf5qb7GwOa3N+SUIOdHuT5nKaT80xkuLCzMDOjevn271tfX64knnpjZ4JtnjfUpTA1d5K0LsOTJZDJspmMWzn3MygzQTgMAJt6FDMdUdXG1l5mwUwmd3lq/0nbsWBJcp9PpTNoDnWHg1qmorr30PewYuZiVezDZdUkQNugC+o7qjEGkq+gTD7YCtsYeBv6zXJe8XRl0kzlRkv0mywIU3FgS7glyV6l4x+jmNTrZQh4bO9/Pu2oxIOY9xxxVPsfndTncLt+N4eU1GWGMRQnJglFyjq2urs7sQZB5Ooen9LnDes7LJdW0N3UqZQmYPXjwYGagyefmByPn2WMRFsDl1WN3794d0gqQBX53X2UbaDcbfxtYzH4Jp+0cnbrxIgL6kPt7h7IM+y3HXNBivTGRoe4dgHVExG23zuAQuS8yIzLx4B/n2DFyL7as5Bz+svl7pgM7m0hi5kji5ORkqJvTIeSmndM3++YVYx6P6nThKuWRXkxJw5IBZgUy1ExPPsYsr/L89MhXAV3+zgP3MWAaO5bXpCwSYMYihPy9A+5UOiurB9V83CHVvLakfFx/HKQjGAOqgc4DQ+mEuvbbifpYtvHs7Hxnurw+P56S5OjIgz8AIqAEI1taWhpyuX5zCZu9eGQ+6wfT39/fr729vRmG6x3HHFFQv26mQgeErj8yN+jSf4CR2WL2dwJsPst6kWCbupeLYnAQ5Gpx+ukYDbB2hJ6mRp8mmCI37p+2bvLh+1XVzEwYIi3ulXWirqSLGJdKOV61XHv2wphn9XkOOVEU58pQGhv4GIC6Mc4NdQNgvqZTtBeiXCbssd+zo1Ihs9AWb/lntmSGasDpQK2rRzJqMxc2hvGgiQdbDDqwuKrzVILnyWabnGJCvwyWFOZQGnSn0+kwLcvhpp/lUBgW6Ryn58Cura3VnTt3ZlZ7MUUunVrKkLptbW1VVc3siUsuGllkaO26JIulDXYSDH4hw8yRp3PuUlCd03Rfcq1DbopBjOOZenGfwvTNSp3jN6ZwrQHVTsFTu3yu89VdtGpmbwCFhbsvqHemVGG8mY66bvmwmK7/d+O6wQGE2AnG3rkbSEtFSmDu0gV5/WWlY6TJ+FIGY9fzf2ek+f0y9ux6XIVpOwTOumef+a8BtOp8cGQ6nc4wL5Teu5klYwJs02CSRaWRZ944DbGTvVmJZc81BrVkk56iBMB69kwOAHW6jwEDumdn5y+ddMqBXDfgY3Y1j43SDuo7ZjupA/MAoevv7MN02FfVPYOgdchbTTq9YAeTepm4MEbyAHHO6epqm+Z/s1iImqMk41c3flE1uwLuquXaoEuF03uaZXi6SNX565pzqk0aR34MsDYgD75lWNx999/rtrP7ThkDs6vc77JjeTzDmGxPl3tLduN6joGlc3I4Sv5fXl6ura2tYbAjQzKnF7wDvxU4n2NWmtOKXN+rgAgysI4lw01269fjeDqYB50yN009GAzb3t6ura2tYa4pMz/I3wLIXg1VNbuHrgeHHC5PJuevcGevhjGSwT27mQ2dbtBnFIMfx3MGQsci3UfIDflynLx8zgkfc8SWNWzUYwnpLLzXypie4AwotGlsvCKdwcLCwvC+QK9D6Bz/vHKtgTQQf6wjk+VynT11N0PBzMJsxGmJvC7rNVbmMcSPdDEjuUrpZG2FdCiUckhFvkpBVsiXPsiXD9qAciqNgdWjyFbkHIgzIFed73aW0YLbnPJItthFR8l8/YLIBFf+97vNSLvQhgcPHtTu7m49ePBgiAjYnJxlvwYa6g+r9lJcg23mSFkN581tzEABEjsZAznFEROg2jlr94mJTkdsMh/r6CAjJS/Pdd8uLp5vyG8H7RQWskudtmMfm9LlTxet8B297uzCKyyn0+mFN3GnHOeVR2a63TEbXIYdGUalIcwzkO4cSgq0+35Z/a8Lhr7PVQC962CHN3nPLtTqnmlZ5bPcrssck59LcV90U5uqZueFJvPgu89xmObn5sBFd5957Uh94linKwm8/I9jybogw0w3nJw83Libt/waEBkwY9pUVc2AqafJub7IPVMiXpSR7XfbO5abUVinc2kzye7mpQMNUp38PehH4ZqMeJJpJov2Xz/TOpK61TmDrp5pd3lv7stWBp5O5nOvUq4FumNhr38zY8DQHNaZyTqvRQfhoTPU6wB7XrnKOW7XC82GU/l9fAzwk+mlMubAZtXFVxUlUxx7TtbPbBOG4onkXh3luacO8wGC3IchjcPy6YyoMwSKpyByTwOOjY3rGSijbll3QkfYpc8/O3v4QsudnZ364Ac/OORqeebu7u4wZQx5Wf95xbenHCEnWDC/m5E73UE7zIgTeO2IO0AZA1aAkFylATedn9mumTN9bZnleI5XnsF+sXFPN7SuWy+TsXJtEgFHT+gB0XjqCf/THjtCruFtH/v7+8Ng2nXLh7XhDR3RsRMqm4qRIJppg2S0+f0qpQPc7CQfG7uH25OevrvHvPt153WgOs+p5fn5/1gdrgq8KFcy1Bwcm06nF1ZUMQe1k1kyOvelw8UE3pRLJ59MKWSb8gOIkbMmfeABkQQwziVXDcM120Fuzg9CILqUggmEp1GOERPLyu3L3G2y0k5mZntjA2UG1E6nzMh9T8sw94LwkmMDvFkssvSzE3vG6svfLmViWXgqWjrnMdn5vkkIUuaXlWtvYp4NsUKnYWSYZJDNjxmvAXosreBnz/vfdXXpFLG7ZgwE592rK1buy5LuHbNzaOTO7kA7laVT2DQQh1lWSisqe8FiBAm6bEyT0YhBFznYMOYZVCp4yoZ7pyNLh111zorZAhEGz0ZMabie3YCj2draqu3t7eGNwrQvJ9ZPJg8XlaDTOf3MckmgzZRCB7p2IuR03ZfUI0GV4ziZMZmb+aZOpsNIXQFg2Teiy7faCVN/IgxkiVyrzqdwuf3ub+d+Ldusl7/DyH0vL3n3PV1PfrPTuE55pL0Xkj24gk6GO33ACCwTzjP/5HxXGkvn2Vw6I80Bl2zLvN+soGnQvv4y72ZAtAKMMeVkgS6uh+9VVTNh/zy23NXPIOsQjNkHMFwYHHlKbwvpKTQwR57pgVUbSAJc1ycoOrMlvFG25WKgreoH1ZiHu7m5OYDBzs5OVZ2/3JL8I0yY83Z3d4cUCu324FtOkUTX0WXrtBliN+hFvTFwnFuyMZMTh8X05xj7z2O2LQOpQaorPD8BGiDL+7uuzEQwMLufcYhsSGP9yfED7gkgdwNhyNFs2izaYxQAP79Zx2z/LG1nNsNlRMrl2jldlzFWOMZ4x1IJyUquAmZXBbyumOW5HXl9xxwuK2MMOp/v3/z/PCad3j0BrHteJ0+fkyDN/5687lkKXgABKHt+beYEO8O9iozy97FzHD0YkBJYnJ9Ffqenpxc2ybeOVp2Pint03aBH/cx4/EYUQMYkJSNAT+ynvl3bAQ1HhSmLy2x0nvzn9UvqqD9dDtiO0KDr+vNbLqKCNKGHsF/6IgdvrQd+bv61jMZsYgzL0olhA7kh1FXKtZhu1WzOKEM6Nx6vsbi4ODMQ0bFklzGQMLj4/8wVJkheRRgd++wU8TJQnMcwOwUe+y2dgq9Jmft8e+9kfhleuT/NWFEkh95+1TspBud3u2mCBuGuzfMWz/jcnIQ+NgBHWwAj6sX/vHlifX195rmeNpZ7ggAGDkMBB5xR1tEpCSI3Bs2or6O6DjwptBVQM2B5VkAOXk6n0xmgN0h1/ZJbc/perhsyc2TixR7cm/m5ycj5HfndunVrGHBcXDzfn4K3DbMq8vj4eGDHjrxYoGPA5v+MppK90l+0IYkf97G9Oae7v78/ONexN5qMld+VKWNjFaMRhFd0cNXsfreZX7Kns1J168y5hmfOA/Ss8xigJrPINs5jDx0odsc7OY4x3rFrOgY4Bu4JyJ1Hh9GSIvDbDPjrvQPcP/w1+BqYeE6ylHSUNky3YTKZzIBXtqtjwk5xefGDUwTuXwzafUBbrKM4Gc7JTcEzXZazC3Lwy3XPFILBwAspvEii05kkKZ1OcZ6PJVv2d7NN2pJ9Bnji9GgDKYAEY8vO86G5961bt4aFOERbzDqhzzogdRljr53OGIC73/O+10krUB4JdP3QBFx7ii4UQlh4u27UOMNDSgd4Hdgl+Pv6MUGOgVkK1fW87B7zjKJjsh1gjx3rwDaVKT12Al62EzD1ptpmvF7K6kEj1wGgNQhnhGKZJrh29ad0YVwqfufkHG1hvDAyMxQzJDPmqovRggEEMEy9zzmzY6mBHOxKgM4ccKY2Uge4Z8ohCVEyws5m/L/1J+3UuVzfO8/t7Ba5oC/Iu2p26070EdD16tcxvDBpS9l0tp12mjLwvbvjVymPvCLNLCDBEgVh82cUfW9vbzjn4ODgwowG59e6DUqswO5MK0vWJZXZ53GsE3YyrgSD/IyVju2mQeT3vH4em6U+KJXv3RmkFa1jqM7b8mHQgKWsOZPFMvTAmlNMNgDv2euwuWMNNmxWZnXydfjvFWDeZKnqnKVSfxsv+mUWy73zueio5cxfg2TquMHP9eczNnsh86CdPmTEkMUO16kT90XK1HrTRSjYtjdEMsBy3OlF65z1lr8MrvESVacXPFVxbW1tJiXm1IM3xrF+w6itv7YPy9Pt9P8+pyMSl5UPi+lmceeRy/Iu8vlamJwqZoDNnFiGV5lbNhAnKCfoZhkDKL5353Asw5COmSYTmxcSd/XqvG+nGGORQDLg7rdkw93AhUG5A123y9dY9j5nLIRL2Rj4uhC4apal5aBagtyYgfl4Ah318L4JBi73E/rPPayv/u6Pc7W2iQRbf+bpRZKEbKf7J4EFcEJXu5yw+9vXuVj3/ZyOrJhte26yiQqO0RsHOQ3GMacrzLazvqkLKcdOzzr5XZftXht0bTz8b0O3V+NlfnggmBAllXIsH8b0m7W1tSFMZL4j3jmVr1PyrC917hQ1jX5em8dCjQRczrlKR3UK0TF718cRiK9NAMwyxnLJ4SaQZk7XJcG7qoZ7OJVkeVbNMtou7M13gfk6dCYH87royJGA5456Whb39CIKUmEMvFXVwPz96vncXMd6mEDqPvUAXNqFdThzwZZhOr4sXds7IoEd+56dTqVdWJ60y/lvp0fmsXJP+XOfWPecNzb79VQub3jP7+SH7VQ61ut2mRwgD+zDfX/Vcu15ulZeGwDH6CyDJpX0XyfZ/bfLgxEerq6uDsC7sbExM+0mwTRZwhjD6JjgWHHYSZuz/V3O1OwpQTFZeDoEl2RRXb0NkMlAqy4OnGT7OzaTLIfneAoV9/axlHOyXl+TjLQD5LFll9SF/jGAp5NyWzBg9NKzDzonvri4OLPHAmAJ+4UJmzik7nXTw9I5+HcTFTN9fptMJjMAlP3kPuY+nQ76Pu7T1Cn6xvo6nc5uHN8BtKcf+jU/fmbHnF2/LnLhf9IP7kOvkOT5zP0FNAHtq7BgH+M6QH5sfnBXHnn2QtepVvj0JlZy/nYhVi6OsCJ7upLDsVy5486gTskKrdRpjFZsG789eQdOOYcw2SWG1YFuOgSeYRlneJt90dXL9xlzKnnuWBvHwJ0yllLwNWORRmfo3MM50nn1R66ZEkiZ+nz06ejoaJj2xF8/3w7P9zcrSzabpGIymcwMuHX3SDCzjF0vFzPAzLvye/ZVRwasvylf3ydtyaCWzJHzc1qa6542k/Wm2HbTqTpS9pS6tMWFhYWhzyeT8+lyjpLQ09Rj20Wy7rEosivXfkeaO4r/DUYZJlIx7pFTilIZDNgGpoWFh7u1r6+v1+rqau3v7w/53o2NjZkRZMCJkCSNCOBzp1TVDFNKgLFS+XXRCN15pY55ZPokwQAGlQqVRmunk4wnAcVK04Fq9q/raJBxmOZIhvvZqSYAjj3HskUXLA8zQfa93djYqIODgxmj5bun+rhubj/1g+WwQxhhord55FrSWn4bMPVkoYWfVVUXCIAZrJeSpnwABfoWOR4eHg6heuekmevqVYTWHfrCRMf9kwSJVVbpqDrQpZ2OYrFzz2iw3QN4nWNxf3WsGds0OKOn9DEDcfy1na6urg73ZZBue3t7ZlMn7g+xsX67bp2ju0q5dnoBoWRJlpKGkSzUAIFnzJyTBc41KAasgbdzsszT+TKU3QCb+ZmO2c0Lj+gs5z3JJblzuSYdRw6WGEzzmMHPbMRsinpb+TvG2bXZDDqZghkE90iWmkbJd7OdfN6Y/nTMyyBKfjXDOLe1Y7gGsDQWh4fJ8lIe6TBTJm5/lq7Pss2+X+oi+mhQsJ6ge86/p/NCVvlszjUZMTinHfDXgMc53jwIGVsvs//dVuuqSdsYu+7STLQ3AZr6dOx4aWlpqKcdePbLmA4nhlylPHJOtzM+zvNfs06DhO9pgDWLNNhV1QB27MTPss7j4+NaWVmp6fT8VdB0WDLFFFCyQ455hB6WQH329vYGz2iW4dVcGTYhC+etGRjKtErO6sj5msmkqmYdjHe66vqHdhhQqQM7Q2VuPSOE7p5mAY5uzL5SZxKwEyyJZngzr0GXfnHJUB9Z0aeee3x4eFj7+/uDLlF3pzM8hYvvbkMCZTpadJq+7hyO72V5ZrjOtEvP/AF0HWFl8eBVkgoDsWcamaGmvbufDMTsy7G8vDwzW8l905V0uGaYaT9jjjuBlnOcYjQmYH+0ZW9vbwbbMhLIemQdX5D0QhYbWRdyWPFzxQ7KSSd4JDzn400mk5mEN15pd3d3YEAHBwfDnD7mBq+vr7cv8UsWmSkOhO4UgdMHJycnM5uf4Aj465DDhuDOZgT18PBwJgeVQOH1+04/dKBLSbZuBbGD8++cg9eHeXMeITfGnqyxYwYu6fisxKlHGIn3VV5bWxv2oe0Kz/OOW9ZTnIAZ2eHh4fBmB651ZMFzvYQ9Uzr5t3PgFJhWgmvKy/3h6Xm8ZZhZQMygqKoZ0M3+RabWA+TC7+hYvmmZOqYjdD2xoZwrm6C7uLg4QwQ45vpwXzNt2uR+7SKCHER0v9j2kKvfVk2aCKdzcHBQ+/v7g4wy4uSetpkXdCCtC1UpGdakoRl03Zi83vk5/ud354gXFxeHjvW2cNPp+WqjrGOnQNkGF4ejHsjzxwpvxc/BhWR6ZjTpjT3NqaouKJXrTz27frlKOGSZ4KSIGFjckCPrjxpedUzPrNAgDNOF7Y6xxGxDplUShMx4PaLvewC8HeBmO8aM3X1gJ+V+rbq4axxA5hH/4+Pj2t/fH673LmdeJejFHpZnVc3Ym5+Xg4OdE3DqK9Narqvlm7JNZ+9npZPiObTF9e70L1lxpx9m+84/mxju7e0Nm6jbLtNh+n+39Srl2puYJ8PqaH4yS4eafHfuDIPqGBn5UpSOTVcQzt7eXh0cHNStW7dqa2ur7ty5U/fu3Ru8FolzhNcNFtkYUXLONaMl8e65gAZWr+LqmBAyGButTlBzWGu5cL5lbWaKEjpEt7FkX/leBnvufXBwMCM/IhLabANPQ0+dMHuomnUm1jX+Z9tFO/FsQ1XNrHiyfO00kR9vdvC73xxG82EbUk8Ty5LXUxxFpV7DXDkvB4cMOGdnZ4O+8dYCs0CTAS/TdthrJ0RBjzK6cq7TUZUjL0euvr/1j/qwX4b10/qeOW7OTVky/QvyktdmpNrdn4IzdQTNsdXV1YHIub70h3UROTIge9VyrdkLXQM6tuhioDDwGAC9m356LsCDubregQgARDER1sLCQm1ubtbCwsPdpeh4K1WX56V+3XmujwfLulxPMhkMz/lcK0aGS8jLIWn2gZWLOnPcAEfdneviXtlnqbCAPjm6LldOOoj6JrvzpwOtMZ3KVIqBKc+1o3K7LNPsPz4GMOfxUwfymdw3/7qd2X6zXYejBmjLn/qQK03y4gn6jHUk2JqBZr6zanYgzDIk2kJ3kt1aZ7J9tlvbT5YEbO7RzQgwqCbj7nTZ/Z74Yzv3vTnm9J2vsf4im8Seq5Qrg26CYlYiG27F8xI9GsaeDIuLizM77DuXyvWwqpWVlUGJ2Fh6a2tryHUBwNPptO7cuTOkH+xd05ApKJkF6g52/tKga5DLXKtB0XOLk+XSTurB/2nsBp8E3c6zpywTpF3/NHjOYaI5yuVQyixpDGA71p9OJMEYdu6FBsmqfO4YONqozMYdinP/ZMQJ5u4n138sonFf2ul1oJtAZdmdnp4O+UXPgvDOb9b/BEADmNuRS23NyGkXudQM5zvQ9f84M3TDski2zfXuH6dIuKevz7n87mufbzl0AIss6Qvahl67fenYjQlE31ctvyvvSON3C8fnOnENe2IvTTazoIN2d3eHXKkbmt749u3btb6+XpubmwPwPvfcc3V0dFQf+tCH6t69e7WwsFD37t0bOs9Tf9JwHOblrIWci+uQw6kA39N/s3ThqlMbKCCG5dAOxm+AN4PJ0MthKzJIoO5KgplTHWZBPJPR4MwnWg5uc0YEyW5XV1eHlYerq6ttXW3Y6fRtOMhhjI35ft12jHlvO0Y/L3Xf4GUgtePKOtl4vXQVuSJDAxM6aaBwnyfoWl8tV6cuMoKzHCwfdA/ZuR+dGkOXnf7gu9tPOo97cq770ZGYiVSSQM5HbmbGxhQ7WOpNRO2+zJw4hXTVVcsjTRlzo7ICXaWs5HSomZ8FgeCZBG/Pxn0RAJ2PZyUfQ/4LZpZ5pPzu4vqb3WYb0vNdBrrpODLF4VDOxgTwI0f3hR1S176OzSbbHOtLG5rbm/k/P8+rrTL37Gelsfs3nkGObezV45SO4Xalk0HKI9s39swMZe24u2KwzDyrmV7OBEnd829jKa7LZNDJfF47E4gzDcLAK+1Bjz0jxwyWdgGunlXi4+i30wOWPTbjKChB1TbX9V0XMdrxm9ikjMb06Crld2VxRDLF7ncUiJB/b2+vNjY2am1trdbX1weP6Dl+XLO5uXmBHa+urtby8nKtr6/Xi170omFi+P379+v+/fu1t7dXKysrw4hvV+95xQMTng4DWzdTsHy6jkwZoCBmj97bFeXe29sbvCgMiHeFeQUe3jnzUbDSnPnAMyyTbAdTa6zAgOF0Oh0WpeDwYONMoWEbT/7PVEzHIA24Kysrw5Qth6ip3Jn2Sqdvx+nj2V/UnyliXfjta90G93EyLJ5PW/16cf46x+z0RjpM5J06ZdDy90wv2E4ZRzF5cJsyXE/5E9kw3crM2jZiYKXtpENg8Ga6nEefcD/ns/lL2ov+T8brunqFqqMLfjfTdTRuomV5WBbo+FXLI+8ylsqf007M6HKOXSo5+d2zs/NJ+TQEgGbEFEbFwgg2tlhcXKw7d+4MgJ2j8GOeyL8735asw2zWHYDwcxSecwyCMPz9/f2aTCa1sbExPNdhpUfhmdnhRSOWMef5uo7xdh7eXvwyBpipFMAxB6CcJ+OYldt5Ptre3ZeP69zpHXWkDc5D+hldaswAw052HUvqWHI63GSjZrI+7oUzBjN/rI8+hv5kKO5nZ8l7mrWiXziZLoLriJYd8Pr6+gWG6e/kOw8PD4fnetplRpFOlwDeCwsLdXBwMOiQ0zg5TpJRmPXXtlI1+0KFTD+AQcjcz0tZeDD5KuXDnqdL8VQSGzWgm50OeAKck8n5Hrte484Un7Ozs2GZL56aD6mKzc3Nmc1L0kHk8ymp5B5oSdDNJHuXn3PnER4DrKenD98ui6EDFA6zAADLwYbn5+GsHB6ZqXSgO9an84ApFZg2MZfX9aF/MB4Ax6CbjrBjGdmHl7WB/nOawwaaxuL2eLewTi/S0XXnmWWSUvA9AF3f06zUfWyWatD0YKbHGOyQAQIDbMoPW0sg6px2FyFi77zOPsE6+8wkCNtKh+HpdLSHMQxA10vBDY7Zn2a9ThUkMUxM8H1M/jp9oz3d8vR55dpvjkiw8vf0PGZpZm5e7UN4guLDnjY2NobtHFFgEtzLy8t19+7dYSMUG8WLXvSigUGyOs2dQrHSG8yOj2dfwOiORTntREige8oITJxXfi8tLQ3LDE9OTurBgwfDaDPbFe7u7tbh4WHt7e0NG6/cvXv3ghf3e8Iy/0fpgHesT51rzGlMyMk5LgDT2/MBcs5d+i0P1JOIBrknMyHNsr6+PrOXLc8ZcwzJQrutL/M6G5bTF3Z+/mS4PZ1OLxi7Z4skIzbw8vHcYYC027zGoMoSdOTtMQs/8/bt28MGUU5X5YCcmVyu3kSX3A7bA9Emdku7cMg5yGedyllAmQKjzl74YSdCQV84nznl6CW6xYD9vXv3BjKDjlgeyNGEy2kGZGHiZR26Srl2TrdjG7AtKprr9gE4DIsOQyj+HVCZTqcXQNWT1f0GV/KLBoizs7OZkX4DbNcme1uHfq43xauBUHobJcq4vr4+MAGYLvUxYKOcXj7sMCqVoGMfVlTOcf2zJCugDX6mI4SUhwf+fI+OEZtNptPu2EnOzugiq2yL65fsFN3IyMeG5j63/OaBvcNNp5B8f9rYMVmDKcyPObnkNQ3UmcpJFuy64/g3NjZmpjo6PdVFe5adnWP2U3666AUZZLifMuY7z3OOlnM6No6d8doejwVlW5CZIxDr1zxSmdGio52xSGBeudaUMU99MTXHk9CgtbW1WltbmwE8K22OEONpFxcXh9dk3759e1CortPNMjY3N2t1dXVm4KvqHPwcpo61y6Op1BUgyTwRoAtAw2DpSNpw586dmTdcnJyc1M7OTq2trdXBwUHt7u4ODJjiwRyAzQNphN7pWW3MDuk8O4TiEDR/dz6tAww7IZ4Jo7Wx+jyewX4BOajVpRbGQLczausXBpZOx5GN84XU1WkiD7zwXH4zgyatlZvieCFDAp5TCd6j4ODgoA4ODgY2agdqGVlvbRs8i/pgQ/fu3RuezTNJwfm+tMvPTGDJiMdA6no4bQArzPOdpjPTdH+4vWbPtPH27du1sbFRm5ubg+1jxzl4jry8utJLy10vY5wJFXpmuXdR9GXlyqBrIXUlPTmCMo2nIcm8usEFzrXHw6AsfO6VHtUhkNmllcHAaYN2Ww0+Ni4zgxwoBOjNgphz+thjjw17AXt5L8/A8diDk+NKFp4GQz8kO3A90nvzyQEgco/uD+ffuC/RRjJB15PNah577LHB+GB4bDrDAJiNE9lQ37FIi5IO3gZnx0tbrS8UAwvfkzQk8cil0I6a7AAtQ7Pag4ODAQh5TuaX0Q0Ayf1jVkcEyYZPjuIAq0wp8ayUfcqDSNMzSrgv5MRycX95cNQLo+yIrJeuG4CL3GgH9bDtsBtdF4VRF/LGOF472Jy6NxYdG6BNLK5Srp3TTe/a0fHsMIOsqTnFyunn+Z5daJIhlT9mHlkHOiTZoUE+QxAL1/lM59coPC/vCfCur6/PgCDgb5aCgtOZeGjqkqF7Oo6UVYJzyqsLAa1g/I+8fL4NNXVjcXFxiETYEwOnxSwTcujdDJjUlzHgdTu6HGemFzrQzTb4np1cXdBhD345gku2DvvNPTxsyDzf8sbBefWlQdcpOBMNA5MBxlP+PPCUIEgE4rQg90Dm1h8/FxlwD+zH/WXCRpsZw6DNBt0cuKc+DE67f/0MnBX1rqqB8fLcjDSy7/y/beeq5drphQ5APcACu2Qebb5ixazRIXSGKG4soZpXr3kpIIJnRBZvykAdhm62Qyfbs6WiuXQGOplMZgbqHMbhSdnGETaxsbFRL3/5yy/sUJaAmoaPIptdpgI4DK46Ty90jqeTt/83GzJDzBy2HZyn9WEwd+/erccff3zYiMigenp6Wjs7O7W1tVVbW1v14MGDoQ0Jvh2o04/Jaqw7XNPlqqvOGVgOrLitk8lkmEedg002VozaQOr53tYz+infeAJYkpbCofNB11jye3b2cN5rOhHk4DmvHnBChnfv3p2REwzS83uJukiXMa9+MpnMrB5D53IrUNrJlqt7e3vDefQzcvNGRJPJ5MKcaWOFx4662QmpL2dnD7cPoF+8XzL2Rd95SXXqDfdD58cc8Vi5NtOlAi4Od5Nd2jjTcDpm1RkXgGVP7ZFJX2vQyE8CuplC5jExwKyr2+vfFhfPFxMYwM0EfL5DumTb2Y7FxcUhH2plzTAO9sj3TilTxmN97XaasdgB5DVmZx5MZECxC/EJhQEunBF90vVbPtc65mLnYONxcfhs8HS6AIfaRS92+iYhnrnBtDpPQ8wIgvrTt04DGKgxckJoGOG8tlrHOScdsPuQfuJ6yAssOkEQ2SRzNFCZLcNckaGJG21JgAO8jSvUw/2XZCn11eclEaE9mcazDH2tZfKCLAPmQVY6e3nOcQjiHJEHdWhEB2QZBmXYYy+XeSELMBleMkaHyv7QjjRmh4jJzN2BGChyoT0OYQbhS/kwxsyNGjDTqSEvrvOcZozRckhQ6owyf6s63xcinZyvoe+Rl/PSvGPMLJJ6Li0tDedMJg938H/++eeHNniKXAeczvll2zpwy/OQqZ2SZwhYT6zv6C/yTZKwuLhY6+vrwz2Ygohx8lz0hXtax7PNyANmSD0BYJMHh8iOpDI11OmwB2oXFhYGhsqMIYNV5vmn0/Opga437QW0xyI85745bgdne3A04JL5d5MeX98V5+O53vpEf6OzkIkXdMMbCzONEUEgWA9gOZ+TwnNIbFBNhplsmZL5NISbA2kYldvjj42Z9njjHRtwAhDPI/lPCOM6dvXnmAc9KA6ZrHTpFAwMABAhuo07HU7K3G2iLVZCG3Iy88xjm9EfHR3V9vb28Goc9kImdN3c3ByWhE8mk+FlkZ4mZ51z6dhNHs9IxoZOv6ETuVrKjtcRSvZPFwH4WucaqZPlm3X2suCUOyBiouB+7CKxjjnavrA5R1K2Ia8cTcJCgQh59oCfadLgXLKdABFjysWkgb48Ojpq02b8dYTsPuG3jADsUC0/io+nTHLgc1651oo0K1QXPpg1GCjMCrwRMufYq/F3LFzI+mSKgOJwpRvM60IH/28WkABpZUEOHMfJALip7C6pDMiJgoNyqAkTSNmgpOxdYYDOCCMZbbZ1DND9yWlfGfVYbjjF/f392t/fr+3t7QF0YW4smCFS8iq3ZJguV02bJEvOfqTeY04lZdP99bM7mRoAPW80wYdnWvbZF65rttmyz5RDys1tMOiSWyYd4L0akkVz/5znnoBlpmlHlbJEBp5TnBFA9qtl0PUL55q8ZBQzpjtdSYd91euqPsxNzBN4MR6v57ZnSe/p3FB6aXtgSoZadHDOzVtYWJjZm2FeOGH2Y+V2SiO9oQfx7H05lxUsyVBSUd02gymydt4669+BXeYlOwD1yrkuXE9mB3NmQMjzmH1+V0gjILOct+3d5ADghYWH85yT6XZOaTKZDFOE9vb2ZvqTaxI8k5lmf/P/2dnZMHBLGsiGaVZvWfNcp6PcT2ZyHHck5oEZr4xkmpP34PC9qTdttqPtdMb25XQgQMt0LEdJts8uhcG5OH1eJOqImIG6s7OzQTfADYpB2wzUbUXOaR8dWbL9dqvLPP3UA8IuCeLuw+uWR9plzBWpuigkf5JxWhB5P9/zsnpY4Z0fymcmOF6lnf6bbewU13U3SzGQXwa6vpdZbTqfbH8qpvPEvjfn+3u2u2NLfrYdiY3Q59DHTFsir4tREdYtLi4OYbwdW7Khy4odeeYIneu108x2mwF1cs6Q3v3bycmOkPr4OvrEb6PtdArCgKNjjb/ztBntZWg+ZreOgpjhY73z/ymPsYEmFnqQ2jI5cfsYWLQ8HNma/FiWqZuZmsi+dd3zWt/f7TNm0EYTIhO4JGNXLY+0DNhKkuFqB7jJcqp6EMvnjQkmATdzss4ddV6vA/u8v/NglOz4DCv53Z3U1RuDSSP19/xku90Og1Oem22zUlvOeV4nN4ePKKCLAZORXWYvYNjstUGul4UiMI7MY3fyc/FAYef83S/pWDiG4RjoE3DH+q4zeqedun6wTdiGbAs4Ln5LcmHwc0Tg5bDp+N1PADrM0wOWVef5Wepl55Wgy+/MYvDGVTB7A6U3M+I+Tm9Y36hv5r070B3Tabfb/US9fJ3vmfpkx2DZdoPU88q10gtXPS8B1yF+egl7t/RWZo1Z0rvTKRi80xkG+k4BU8hmCR7QsxwMYhxPpuiShuf2jcnXx5CPFaVjyjnQ1LGclPEYmNOPnGeDt+I7/we7feKJJ2p9fb0ee+yxC4tfmAtJfTyPOus6ZkAUD/Jl2M5fO9AEKc7xGzqSkXaOh3rjQNADOyUvjnDo7lwpdWPg1WCZUWPXH05rcQ31s57RFof4tlGuc/+bUZvYJNHhPHKwbLXKa7gI6R0NWV7WPRx3kg3vM9zZiutsgOdYOr+UWWe7dhJm/8aY7t6XlWsNpLkj05Onl+4+Y2GAy2VAlOf6Y6bl0Nzn+zo/w+2xZ07Wl94y5dP9TQPP+uRvXQe6LmPPrZp9bUzX3pSff/d5HQP2M3LQZWlpadjVbXV1tTY3N2t9fb02NjZmpjdl/wC2uR3jmMyyZKjdHZ8n23TI8+Sbjjavt+5wzOx3TDedrzYI5zPMoGHgvt6s3Is4uAd1AHSTKVpvksUaZLuPZZ77l+QnI6iMVF1Xzukc8JidmEh1up923ZXEMzN3O6pHKddmuh1LsnJbqBkKZMg4L986Bm5+TtVsuAMAsEosR+2TzXUGmd69y0nbaNJJdICb7ZjngcfAwY5lrH/8sdF2OT/LgnPSsFwfCm3f2NiYydsuLy/XnTt3hoUQXpFI6H9wcDDDYuh/TzPMaVLzFHs6nQ6MOdk0A085iDqdnm896LQCy5DnPQt5WJfNUtEd2ucoyQsDkGlOI/SgnRmvdcL5b/d96kI+23X275ZxRoIwzE4v0p58Dwb/qmY3M5rn/B1p0Abnlf1818nt597JpFM2lmv+3xW3gXm5PMe6dNVyrZxu1ewqnw4YO0Y7xnZpcIbuNDSPZbjhAQM6zOvOMzS0ooyBjNuLAuUsC3tt1+0yhp4s8qre28/orhtT5u7+bpvbnvJwqE4u1huVsImN57geHh7OzOVM4DPo2OHCHCzzMYPK4nxn9nGmYgyYZnYYOMAwRgZS3/NZGK4ZZZIN50YNihlZdeDi/ukm4wOmrms3oEwbL2Oc1oMElQSuTjftJPjN8jATzR3bcpzC+53Qd938fn93PfL/JB1d24x53MO4kn+vWh5pnm56hTGAzd9dyaT+Y1TfHevQ2cbG9YCAp+BwjzHQdbtcX55BnioVx23wNZ2hdsA61t6sw9jxDnjHnt8pXMf8LRcz4owglpaWamNjY5DB4eHhALBeWccx59ht/M4xejFG5lyzLS6uczIX93E6zQQMR0YG5nl91D0nB4/TORsoPODaEZGOMNBms+Tuk3lgt9v262NuC/Xo5Jv61hEO7peyTODlOUQLXibt++NM+C0ZrJ1Ih1MAta91xDBmH/6N+1hPrpIyzfJIu4xVzS7T6x6YbCaFQOlyN5QO0BYWFmY6iBFTcoo5/SXvlwJMBSel4IEZT9T3a13mCTuPp7d1+1PJ3PasayfDq5QEI4+EY1QGTJ+DPBl8gbVyDZuU3L9/vw4PD2t/f7/u3bs3TImy0TOwCnPx+vXt7e2Zelluk8nF13FXnb+xg3miCwvn72dzFOQ6IA+H6nfu3BnAklw0My14tvsQ4+W75dKxSKdBeLaB3ukKijfxp84AB3Xj2k5nOMbxzDcn0FDsdMfC5py5YpZPO05OTmZk6GuxVy8iOjk5qf39/WHBjBeOZH58Mjmf3ZHMPftncXFx5g0U1h2vYjUJMbvNCJpzed4Lll6omj+gkaDsMsYk54GWvY3PMyB4zwWE0w2gXVb/7MysN4LlWVYGn3/Z/ccYbnbiPOfTyTfPG/ut+2SqxWzAI/WApZmbmTBGg5PCGeaor0fuudbhvkE3ZdDJLiOQzBnn9Rgh19GHZuM4hWRtfM+wNFkcxVGZ7+M8pf9m6q1Lg/geFAAwn5OgamDozk296MiA2+w6IcuUufvGdmbn65w4RAriY8DNtJ77x8e69jhKzn5NeSWb9V7AZufZ/1ct1x5Is0fLwYtOSav6XapokDvJJb0NhU7hbQrHx8czSxUZkPF9/NyxOjqESS8OGLFdn8PTq87Ru+yczA+7/pbBZcCbpWO3KJ8BLqddYQDk8NkNjPZaFpPJZNhzwgzYkURVDcAGs11YWJjZHIXt/bwunzbwrOwbZJKjy50MrLsG4MXFh3v+okescrMjQOYOs50eyajO5ODg4GAm1IcYOPVBW8nv+jyzs2yTSzrOPO6NdVIuvm+yPWScZMl9RIRo4uD2eZUmerK6ujpEKru7u4PDPjo6mgE+6uWUzRjouT0McqE7pLC4xqSDa6nv2trazHcW+VgGbvcYjnXlWhve2IDSEyZrwlCSgmeOjUp3XtmKznXM8dzZ2RlCWbYGdPhgRoOADCypgNnJHeuEwVXV8F623GKSksrq8CjvnUqfJfNuKavue4aImat1/3nAxrlc7kN4xeu2ucb1c45tYWFhZmUSsqGf/AboTFMwiJYG7HZl4T5eyspx2uK3b9i4eIHo7du3L+y73MnLYJvf0ZEEOVI0nqebU8fcZ3Y2ydzMasdsBtvzcQDN0UsSgS7i6SIujo9FeXmfMbBGr9ATy61L1aQzyed2ZC/JRhd1Or3AHNyNjY2hjxjLGHvudcu1V6RZQVIA2fE02NNFEhzGOrXzxrDNw8PD4Z1S+/v7g3C8QUbV7GtZAOXT04svgUwQtKK7DjlC7ZzcGIjmvdIr5//+y/kpY8s6+8ffzVjyewJx/ub7wNC8Tyrga/ZmwDZYMYMB5fZsBa7L/TNcxqIT/24g80ZB1IFpYVWz4xGc7306nCO1LN1n7k87XOuVBwQ5rwNcikEh9aMjMSYlWddk5wlAyVyr6oKD6eTf6WICcGfreS/LwrM3qIfz8vQlbetsaAwvOkeSsnVbqJffU+jZS4lZj1IeefZC1WxnuEMxINiKgddA2DUgWVjV+dJGwPbw8LB2dnZqf3+/dnZ26uDgYFjfz8AMSm0FT9DlO/Wwsbo+MDvOzdF1D9Lk3wRGDKYrHXCnYfm7B4osrwTYTB34r0eMU/bUBcVjUGQ6nc4YgbfJ87PMzkhB0E4m5x8fH9fe3t7wCnocZ6fYHeCaHdl42bWMuu3u7g67nMF6Wf+fs17c9g7wMUCzXNcjB/H8JpXV1dULYOc+83P94XwP6vLxai3ra+dw/dyUZ84c6OSe1yJDOxH62nbi+mKXOcuIgp3ZDrGls7PzvQ66aMjPsi4SgSBr2pK2xn0TQzqAzuddtVwLdLsH+nhS+ezwHD3tGJ7Pt1L5tSdWjul0Orzg78GDB7W2tjbsDuV8m5kuKQpCWp5HeJk7pLkDq86Vnw1I0lA6RUo2nbK0YaUC8bf7IMv04mNevgu5OnbjeiUzo+9sPA6vqy4u73SfWwb0K9PO/FsCbwfEBroM16vOHSI7W9lhwaKcHjI4Ze4w+9JRjB0ZbbB8zGrnGaiZXMdGO33ImRVd349Fpp2z9nM7hud2+3qDluuRcrTMkyH7O2kGHCOlixJMBLNPkkiMEQzfI+voZ6Ujvi7zfaTX9SRTS0/vD7950KVq9rXLyeosGEAyQdd12tvbGxgVL350Di3DFlITfiPrycn5O5NYysrAD3WxDJiGwsi9ZZGb+7iuCcZdSJllnuJ0AN3lcjPENCPrHIeVyQMYtMVAxaBYTqexrhisnUJwuoh6X3VwkrbiRD2QZlaVU/ym0/MtLu1QqupCFOPSgSHgYFkCPLkXrfvIjC37b0xXOpADXLguASe34qR0aSDuUVUXnFHKwU4122Obz8F23zuJTbbVrJ5d5IgcvFmQ2+9+sQws97QPjicDHou4sr+uWx5pl7EsNjC/YC7znelR3bHpNcwcKB4BZiDr9PR0CE1/53d+p9bW1oa3EACg1N9z9Zxe4H+zpsPDw+F6s9/0sh0IwrSTfTkP2oU1lvXYved9Um7OL1oBnXvNVI6NLNMzaeSem8p3DMUsx/NN0RE+hPwHBwczjs2gaT1LI6A+x8fHtbW1VYeHh/XYY4/NDIp5gJR28GwAnnQYdTdjs477+Wbu6BaO2FOMAGZ0wIzU7eoM3PLgfPQlGWwCjoEnGV7m8c3Ora9+aabBG+DNe3MffmOlmSPFlKN1nj7ieaQFrIvoOYTI93WfZfRRNTvQmUw4ZZnRReccHqU88psjKJ3XN6ghcDNEg0wXniRIV13cOINBEiv2/v7+jAfL3Y08So8C2TGY8aTC8nuG2l34l8ZE/TPUGuvADnQ7gMznOToYY7gJ3lkPG0OGWL6X2525bEqCsnNsOAVv0j0mi6uwXoDPAJggQjvZxpDwle+02fLOOow5W7NdA1U6VwN1GvhYxGNS4+MdQ83fupRK53QpOaZhPXdbMvLjmJ/t+zvHf5Vifas6B0s74jwn5Za2bieTtpR1m+cUOlZ+nfLIu4y5WFEJ8w4PD9v3yU+n5wlyG0YyC56H0RqQHcqenp7W5uZmVVXt7e0NAzNHR0fDNCeHMdwvRyaTgdApjGJ6Ex1Cx8z9AqwMCBnYqTPnzOtgSsdMOJ6G3AHrWDrBhpohpJ2EZwJMp9OZl16637KOk8lkiDTY/GZxcXF4VfhkMhlmnuzu7g6zCgzanUxSbq4nbyk4PDysD33oQzWZTOru3bvDbxgr4O99EUhRTKfTmXSR2WmXHvBgFYNz9I3ZnnUA59IBZgK0ow/fN9mdZWV7SyecUZ1luLCwMESnPMN/DbAG3DFnZKc6mZwPonJO1n+M5UPkICx+l2BHIMZkmIPIHSCnbqVcx8pVSIHLI08ZSwZir0+YRahpMMPAzTAzYe2OzGttKJPJZBhVPzk5qbW1tQuzEqpq5kWZVec5StIGBsWq2eWS3ivWz88BN44nAGKYbq9ldhWQ6RTMitUNilnBxv6aOXSM0gbs6VzuJ4d8VTUTXdC39IkNkrSCR5U7nXPk0RWDIvcnV7+3tzdszONcr5eZeqAmHWJGKvQJ9cn+SQPu+iqjlmxv93+CrkP9jmnms5A/C1rcjyYe3kQnATsjWkeAHEs2zLOQte/tfC/9bCdurKk6nyVhfc32d7K3bDobmsdgff8x5jtGROeVa4OujcDKxF+Ahtxu1fnKEBtojkZW1ZADrZplPWZWmWdjmtjZ2Vmtr6/X4eHhMBKeqQauQdmS8XKOAZ5Q0WzQgOtZEul0OlZxGWOwvDvQ7RQnQZdjCcA+LxW+8/I2cAM0eVrn2ag/MvQINjJAD1hjv7e3NzrQk0qNrLLY4SFTBkod8ZjZAroeYKGfvRbfjjL7jb8pazsgn5d9CgjZdgykJjeWpWVtJlpVM33qOjjfTF1NHsbGKuir1Ft+z7o7WgTsHZG6ntYL+nGeXVAPfvN13YCk5cl1dow+lu3JMmaf+cyrlkceSEvF4Bghxd7e3gzzY4kuDNThto0KZc/cZz7Hc+c2NzeHrQeZx0u4CLhibKQKVldXZwY7PNOB65zfsifPvK6Nno7A4ZCzNGg7VE2P3bGhBGCuGQPYPDeB2v93z6bQtnx/lucxejADsDs8PBz67/T0dEjR3Lp1q7a3t+uDH/zg8EZgz8u1jK7CBJElDhBHRyrjmWeeqYWFhbp792695CUvuRBlkZLAiG3MBsYcXLQcqSd6Aghk+iGn3CVAdszLcukAyedZRlk/wJZ+of+wBa5fW1sbrjk4OBhklboyb3CTqIH2Z5tzUDcXxJjR50A8bYFEMfgJCbLs3Tfcl+sT/Hme0z+pb2beY0TlquWRXkw572Fmexa6Qdaezw3plDn/r5rtWDMvRslhu+48T8b2TASnB7z8Mz2oPW96Vtpto2YOL4bnkK4LmTvj60CzUyTLyMacYDvWd12IlLLOvHSCSD6b6y1HZrWQVuj2FLiKfmXdMQCMFKA4PDysra2tqqphPwU7VgOZ69ulCS6rS+qG5Y9c3O+dc8x72tEZUMYA16G5+8QDlei5Z1hYDjm7x/PYs71VNTM108TE4Mn/nj2UEWFHBNLZuY7ICmJHvzsq6PTe0UTizlhJwP1wy4e1DJjKd+eenZ0NbNMNZ3Q3B6B8z85T8Swr4ryw3PM+MyysqpmFEAZl7uH7jQ02+XkeRLKRVNXMngKUsTRNKngablc/s4hMMXT3dBkLVV0fb22Xz6WfMaaqmllOy9r64+Pj+sAHPlDb29u1tbU1E4lQLB8bn3/PNiDn6XQ6s9Xf8fFxHR4e1rPPPlv379+v3d3dunfvXt29e3dmuqFXGfIWDKen7FQyfM56WC+tw0ybgmxQPMDVhe+ZL09wNBtMgoI+oHeTyWRon7dAZWVgVQ1bLR4eHtbzzz9fBwcHtb29PTNO4vYsLCwMbwq5d+/eUEdy5QsL51MI6ROv7ITtGuRdvIybFCL3JKKGAHhqZ4cL1MGO3n1k1tuVzjZS7lctj7Q4godkSO0K5PSsbFCCtj30mLf0YBudanBzPTB2CzPzmAYcTxdzffwMs6EEcoNWMt7p9HzDFQ8IpAFnHdOQ0ti5PhUmPT33TObbKWdGFLAr5wITCJEN++dyjN/39vZqb2+vHjx4MDhD379zJi6XMQz0jXo5XUTdAZHnn39+JqQmfUJaAv2zTqXs3B+O4tJGujakXdA/qd/uJ8vLTsWhtPXAJIBQfHFxsdbX12der5T5eHRzdXW11tfXq6rq+eefH6ITpwdo+97eXq2trdXp6emwFN9ysI52xMDysH3lQDtOCGC1w4SRe+xgLEftvnA/ewyKY+4Pt2eerl6lPBLo5nFXIplX5oR8joGnavZVQL6nGTH/OyWQwplMznev8uCBwxjXPRXegOrjKYtk/V098Nbcj3s6b31d0HW987dkyF0Y27FIip2InY3BlLbZQXbT4WC/7JGxu7s7M1BleY7VK9s1xmBgV5yD0dL/7L1APpO2ra2tDbNe3Fedc6EYdHhWTilLp2aZeFaL9YznZtvMuE1qaEPqN5+qmgEqwNYDi6nv2I43T2cVZ85+oY04AOrriHEMXK1Tvp8Jkfuc4ziLrIv1qrPvtCmOu3+8j4SdsvXU/TKmj5eVa4NuB1puGBVC0FWzYUKWBJquYTloZXZweno6k5flwyg6g3eEWmOCT3bXTfFyJ3bGRKd7pJb6O9eMHLuNdayoGSnwPGTh3FjWw/tTdKCczs3XTyaTIWzkr6fNJRvj+a7P/v7+sDHRgwcPam9vrw4ODob6W56dkWS9xgYuSGEAPsmivTCD+7Fs/Ozs/CWKzz//fN29e3eYU4zxWX6dHngsoOp8bi/XwhxZwr6/vz/UO+fE4qRTvhmpUe902HaYHihjObs3ofesAuuBUxfLy8t19+7d4TzYrkkKdScNYflBeqyj2Yep6xzjr4kKMvZ4DH1OSmhvb29IHbI9Y6fnOJeqmtkSgL7zdo6+h+XkMY3rlEfe8OYyhE9BjoFdgmzHysyikuojvA50OS/TDP6kF8xBIj8nv6dM0mkYPDyg5IGVBPB0XJ2HNvPJ0KxjE6nsXf1TJh5s6TZsyXoC9AyW7e7u1sHBwbALHMZ3XWaQMs1io6Rt6eDN5JJlkWP0BPwxGeXxjGo4lhFCytnpDxutwcxtc8oj+9y6Zd1lcYq3KLQOdvXq9IV0BDMbkFWSFTNFIoqx+lqPUn+7Ovl/+igZKM7A6ZXMe7ufOn1232XfpsxSt65THunNEVR6zCDMgMaofYKaQwV7SId7mXe1YuBdERpePQWbCsDzYSye5eDckHN2aWTJSCwzt9cMNY3EpQOH9Kbd7+msOmWel0M1gLFFJlPrrHgpQ6cRyN86F9gNknQyzH69SmGvXo/Ee+DHbIz6wpDQOQ9y8puZY1c3Ax36w/WOyKxj1mW2esy8LMURi0HOYT0FfXXqAMaZuea0Y/o901o8nzw9baVPUycXFs4HuJ5//vlBdxI4LUdHZF3p9JN512k3DLQhOwgApM12a7uzzntgvZu7nCVletXySO9Is8cZY3n2OGwA07Guqtl3PKFkvOyQTwdefOiEnNqUXi1ZdRqF5+by3Z2Q20WmA+hSAa63p7qgGGYwnWws+wSPMSYwzyP7Hr4X/cS59K13IKu6uJyS0O74+Li2t7drb29vWN7rye+d/N2uMWfl8zrlpg/YJc6zUGzQ2VewedpEOsQDRU4zWK5mRpb7vGKCwGwQh+F5L4/omwwYdNFBQmFy1R0hSF0w401GnQ7Kr1QiPebcdDp9lnYDemOsMQfl7LxSV9xXnv6WhaiX89KpdRjA2FMSjARc97mvv265dnqho9ljBkMn5jy8jvWi5NwPEMiRU4dJTiXk/Ft3SOaxso7U24zXjNmDEeTq/HzqPBbu07Y0zMuANmV6mUedxyouM0RkbkP0tByupS/96hfm3W5tbQ07hjl/m9HBh1PyHvR1jgv4vDFGYsbLtD7+t9x8vzS4zmH4d19DfVNH3b9dFOZl6/yOnnonPFgpfdk55pRHB7omUzgdltpPJpOBCDFmk6k7Igenk7r0hq/LsYKqfrNx6pvHEku4PuWZ+gFxQB9M1jp9TRm+oKCLV/Pk8s6DutBgpmMQAlqx7VEY8KiqYYVRVQ2GvLu7OzzTeycgRO7vSfBmBGMT+zsjzXMNxgb3LtShmAFZAdzezom509NA8v6WYffMsTpleOi0DmzGo/LUxQMXGB/TdXJDHLP4s7OzGac6VlKHbBzdb3fv3q1bt27VgwcPBnboFEEnW2/3iEPf2tqqtbW12t3dnUkv5bWZSzRwVV3cWpACa7WOJtAlCG1sbMyAqdM0pCcgAlmXHCDjbwIaIOVrushrMpkMqxABXlJKpMu8twNO2ff3snuXjEQT/BNQTWoMfnncURDnOCKiDRAE6mB7vgxUPyJMd+yhycYQlpXJA1qdl6uqC++8n0wmw/JFRv9hYN4vt6qGnc0QrMHWOd8cOXb9M3SzQji9wD3yhYNjjJpnVJ2/zSA7N89N4KrqX0jYXd8BdLIFswSc6t7e3sBeMyQ0gObexJn/TNm5DhmypXxSBmY32S6mQcFUvbkOsu1y4vlMv8rHKxOznmPsJ0HMH+u+Z/J0/UWdrVMJ7I7u/Dw/J3PoWXfrTabEckoY16Lb3ncDZ0pf5aIFrvcCEfdrphO6CM0fO7V5fZJkJdvuaM6g281aGmO3XSR0lfJhzV7ogMINqppdWug8kHeX8oBV1XlexqugbFh+9brL8fFxra6uzqQhGFiwYpi1JttL0PBvNgIUCKbrVT458ZwO8WCLlbZjFVbIDkDHPvPCHj8nn0u/bG1t1cHBwTBRfDq9OBDB8WRHLDqw8tKedHBjwJv/zzuvqga5pxPASXr/A7c927O7uzvMuOCtxx7wdFjcGbFBKp2Ew3FAN6cVmqQQzmMHXvGHLrOqzn3ZzdKhb6yz7gv6HpuBDWIXngVEn3rnPa53XdEZ9NxExn9TFzIlwX1z9kw3xdTtmge0FOPS7u7ucDw3xhpzVNbNjIAuK9deBpyMIT1RUnxYK/Pgqh4KjSWHOUgGc/HeBevr63V0dFT37t2r+/fv187OTm1vbz9swP8xLNgZo+6ALaOoTH3JVAP18UAS7Bzmd3R0NMyvzLYDrqziWV1drdu3bw/7QDBH0kDbzc9M1kq9UI78PQflEkQTILnWxmngPDw8HF4QyQwErs2ZIb63I4DOsDzy3hnBmFInuOe5vmZxcbE2NzeH72bpNnyDU96XsYPt7e3a2NiY0Q1HTp67ayeOLJy6AaTc7wlydrCTyXkIv7i4ODMFD13H8Vsfu7chuE7UkSjSMrZjxxb5Thudjss8tPPI2Cx25P6z4/b89CQbqStpM5axGbXtcUy/XG876G68hXM7fcv/O1ycV669OGJM+efRayu811oDllb+FKBnEfAMD2hNJpOZpD4MwVvW8fG+up7oT128FaXXd3uElvZQRxsYux75XBSVOgACVReX3FpeHRs1KOX3ZDfz+iLv75DUM0Ycidj4DLydh8+2pKFbhmPs3IzlskLdvArR97VhVvVMCYbHRvjoyphsO6aV/ZH5X/9vx5j1xEk4QkxAgVFWzYIunwzlO6bLMdo3ti9BsmO3FxlRL/dDsmaK+yJTLZ1zRkfRPeuuZevrsM2x/rLzTeY9VjrA5V5X0VPKlUHXDR6rUHotH6dieMGdnZ1BwQA7ALELPcwINjY26s6dO4NQvV9o7l5FOmIyebjL1cbGRt27d29YJw6rZb4mbUXpJ5NJ7e7utnmuqvMpQGtrazPLLDlOmzzgRlusFMnsaI/lmkw42U1nFFbQPJfvhK+ul3/PVIsjEzuUruAcDaKp2J1OdQ7E6YzuPL82G4fpcQNfnw6NsYBnn3227t27N6zm8i5xvo+N3qTATNb6a8btgdSMHKrON+IxOUmd8e5fbke31J1+wg6oL+MkyNFTGKmfQT/7ZDKZzLBnBsIBPCKos7Pz1Ze+3oDe2ZcdAYDOpkZjxddaZ71MmHOQraOY7iWiXfFvYzn0sfLIy4A7w8kOSWZAA2EjBwcHA4hiKBZKx+ZQOu9fura2VlV1gTnzHOZf8szd3d1BETx/2EbE/0tLD185Y89pxuf8FiBLSsGzHDzI1jmoeezWRtR527EOv4z5GlgxIPKju7u7gwGauWWdrRsJHjxjLDK6zHhcf+cGuzZSVxwc15sRmhFn/pPzCY89x9TPynmpZk4JyM5PUj+DSLbN4N4xP9oDQfAYSTJL1xP9YzaEozxHLrTDDNJt75hlgmTqnOVMsX1yvt/4nThi5w6YelymixL5zl/q4IFMZNSt2PP1qZfdsXkMOcsjrUi7jKl0BoXnA+Q8NYlVRYQQDmcSjKxICJ5cbYb/JMl3dnaGqUG8B4qcWu4nkGxvcXFxeM8XbTeD9ZslkvmRTjDoWjapoKmIPqc75uu68KgzAitIggOga8U3IKSB+X5jgIsMs1524gks/j3DykxnuG3I128AMfgYmA3i/AZoMVDbtRmQs3wy5O36rJN7FutvAh/XeyDZC4kyVQSIkbMk/UUfc09vbYpdYJfuIwOnc6wmBOg4fWam7H7y4Cbt9SuWHJ14lhBRcA52OS9tHbIsE3RxWtPpdGZPig7EXcZA9zrlyqDb5S3meQR+N2gy+ooxEdqwAQmdOG+eHIoPgHM/53BhO1XnW7bBMMze8t4eJLDyWqmsqBiwPb+NOgfsuE9Om/N3bxrj8zL8NFvwb50CGAh4ho0W+TlvbnkbNFF0G6rbyDljoJFljNG5T5BtF8Z1uTxPF8wlwe4LAyXHkQmkgPtDFi4LI8fyexyHYJD7N2CPOcmcCVJ1/kYSD4r6HCLBs7OzgXDs7u4OA7zc1/vrkk5hNeF0Op2ZIeQoExC0TlF3v9HB+Wj6GCfhtjEd9ODgYEj9ra+vX5jXax1xv1mOri/RLtd6T1+uc906R2sdtYOmdFgyrzzSK9hdCf9/2bVd2IwAmIXgkc18VgIPhphMJj2WlbBj0Xwyb2nGxT3IhzldYI+LIhl0k90mazfAJhh3RtwZ5lgfWNZ+tkNSg2fVOUAkmOUnB9W6fspjqTuu52Wh2zw9GwNv9Ip2dUbj+lhG6Jidcac/3X353ulaPsd94z7r6pZszjrq5xoYARue41dmwf7IlUKGkJkHfnlG5vEBfTNYOyvbjuVnB2Zi47fAQKQ8WyflkLoxz7adknGbfO08e+r64brlkV/Xk0bSKYn/7xQMxWb6ixcfZNgJ2DHYlbtWEdJkvs2A5lyQ2VunAAk4vs6DYr6PFS2B37k8zxaArTgMTlnZIC3LMVbr7/mxp+dcRuo979K5wHRkBl2nTzrw9bEMqR11dL9bl8ZAeYxlkG9n8QzsLSfp29hpO9EROmUiQJ/Tp65zl/rooinrRKaTuM5tR68TRJBdOv7US9IROzs7gwzYtIbBZXTAKz+t69jSwsLCzJRM+o1FBgxqr6ys1Pr6+szsI+RGPQ4ODmZshfveuXNnZoonbUAu87YVSGeI3vBs6kiqJfus07UkTRSnQa5THmlFWirsZee6woSz9qwO5wi7cpewqnPgPTs7G1aRMIqbQOFXslhRHRona3GdAUPOQ5G9br5j1D6eoazZPcadLDfZbefoxjwt9zfImTl7bqLzbsjaDsGy6EDX/yfbxWBdr66Msd6x87pzLYsMDyeTyeBIGGx1brJjXugoOkk76MsOZK3XnvJoQPczUzc826aLCKhn6of1MZ2d9wyh3gDO0dFRPXjwYObN2d7/+Pnnnx9kd+fOnZlUggHfsjHhYb78xsbGUC+cGvp/dHRUBwcHA5vFOfLcnNmRNsY9nUdOO0OP3Rewcdt/5+w7ne2c6GW625VHBl0PXHUPT4biRnd5NZSc3FumA6rOX6pHSOScJB3uTsA7u05maBkK+zkGcQO1ATuVovukIjid4I9/z5TCPG8+dk7VxXdAmVnbQZnhGpQ6tkpJ8JjX/2MKbL1IsOnOv+x454hoHxu2eADFxud7ZMrHsvC9PTbgVIRB0myeNltuBoeqmgHJ7jmZSgNYqRvHmbLINLqqmiE3k8lkWAwCyZhOp8M+J9gO4y6Wa8fOTT729/fr9u3bQz7Y19npexqXSZYBN/Wrc/o8o2O6nfxMwNy2ZLhj5arnjZVHmjJmAVyF7VadNxyvfnh4OCiEFyWgIB4Y41kGQHtLwmbuA2h3XpJP5ph8jVMH1IEpYRm6JTCNdabzXVY6D4p1wDkGWFXnG6pYqfJ3z/nMgUG/wgVjJBTtADdZjtvqQQ0DgOvcMf8snU4ZmDtwHwN8ZLO0tDS882symdTOzs7MLATugazSKbvuZnUJOv59YWFh5v7IyHNeAVDPn0WmADn6YgY+nU6H0DsjFdroqYwO4Xnm3bt3Z2Zq+K0WJycnw+DbgwcPhudQd89LR0aLi4vDqr7f/u3frpOTk5kXmXrQj8HEF7/4xcN2itaNTie8w1qurEOubj+zNTwbg/M7spX6aAbs833MzP+qOFj1iEz3MvbC97FrUSQYVrK8sbmKzp2wxyfKmNfl8tMESYRl1mpm24GuQ5IObLt25kyDMTY7T1aXAbLvlXngZLk4TW8X2D3TsqIky8jUSsrXx/N719a815gB5nUJ8AnctNdvNcYgfb2/u0+TpZqAdHUzECUTq5qdyoa803H6PK73TADrYs4eqZrdOyRtiTQdc9Bxyqurq8Or6re3t2f23/B9yMdiY9wXEOc7O7bZyVTVANbYl6Pmzon6uPvH9coIgP6hTl2qwm26DNPm4dl1ALfqEQfS+D9/v+o98O7eoavq4sBPKgrGg8KRzGe01e9jyjyZlQMFTxbD72YI1BGvnffpALgzLudVs5NTgTpHlL9xf747XDXYeokz02SY2wzL9TP83bIzw83wL9MMbk8CcwfGbvsYMI8d70DXz6I+9B+pI5ioB8PoIztdM5zM1xsQu/rmpjQegWdMItvhSNJRCn3NMndK5le5lj4yAQG03T5WdvJh3u/9+/drb29vePeZFxkxtWtMZ9bX12syefjeNF4bZOJiuZoQdGzf8uwcLnJhRoZnCxH97u/vz0wn9fWWfTpgivskn+/rr1quPU83PWrV+fStqt44kvZPpw8HwLyHQn4MKJ7VYEqPIP3+JhTA38c6zyxhcfH8ZXTemYzQp+ss3y+VIvOCnmxPnZIFpcNxrtfP7eSFQRvknVLwqDKj+jnYZQCy8qah5kBist7sezu6MR0ZK3lNKneCoq+zEeFo7ty5U5ubm7W/v1/PPvvssJ0j8vNAovd/TSCwLme/dVPw0AMvh7Uu04cGRvqfV9F45oX7xblLOz3AwnVGXjzTLBDdIHWxublZGxsbgy5532Tnu2kfOnN29nAgfH19/YL+OMXhWSLIIXXL/exoZMxmkNvZ2dmw0MKD351udf+P6VsHyi8Y6PqB3cP9/zyj4pyc2N19ON+hvgEIxeZ8503Neu2JExwNvJ465dSCn1N1cUf7sZAlWWf+zncfG5ND18kJ4plKyLRC1fmbC5zTTuA2i+/amUDbsZCU8YdbLtMrn9M5RcDEu86R283BTDv7HEU38XAf57WWifONlM4JpaMAND1lq4sWOqZmmSQo2E6ZoZGpMxgqzz09Pa3l5eU6PT0dWK5tEXAjkmC8wLsIdqTEaYFkuok1+b+fbVuw/k+n05kXGlgunQxTf3xuynTs/8vKtTe8cRhhYXTUf6xQSaZ78Yrvscp7BNoAkeDgYzYiT82qGs9VYmC5ogygymQ9z3KbnELItALXZRql+8xjePmcqvOBCk9H8/p8GPz6+vro5juwFc+TthycB+6Yg0unF7TdwNXpRt7H3+c9s3Os6M1LXvKSgeXyWnjPfCFHScpgYWFhyD2aNeKUq2ZXO+ZsF1/HPRncuXXrVm1sbMwQA4qX9HogGVIAiHnjFz+b4u/WFWTodAI6vre3dyEqweZof46VYCvY6GQyGeb5pk1QT7+IgP4a24Pa9TC4Wk9M3Lg37XLqhWeBH45UOtwx1lkXHV1lNHGVcq2c7ljpWI3Dno4F0fHkrBgdnedFDHAGyqEx2qHMg3R4aANfV6/MUxqIUxk7J2PGk4pmltwx2U6eyXTtcPJ5TiV4+h3tAiy6OZD57DHW0THcsdL9lm0xy77sWoNY3jOjARzDyspK3b59u9bW1uqJJ54Y9tCgH+7evVvb29vDwolk+p7ylOzKMskcZaZbLC/PRLC8/QwDQzJUP7/rR4f8XGOdy3PMoN2OLorpcq0mKNjn0tLSDNEx8UBX06nnG6ftmJPdO/fuNvkZqUfWkWTXiTdjIOp7+JzrAG7Vh5FeyIpQut87pWLCOJ4PT575Tu5hL+37umO6HFAyyzEl7uqPJ8+2A/Qd+3TnmwFVXRxw6MC3A5xMH4w9h0EOGBh5TqblMAgzj6VabinTDnS7XK6d2pgD7cDSz/dvPMPAmPd0Hcjz3717t1760pfWxsZGPfbYYxdY1GOPPVYf+tCHhs23HSnlAK8Hwfjrc00iEozN4Jiyx0Ay15lNJpOaTqcX+gxHav20g88IsJN1yp37m2U7xUZJOaU9wOgZSzDQEoXRhnyDs8mEQdn9zP1MgrrcLsUgbPadYwDzSpKDxI4XhOmiDHhye9AuHEgQoaHuPArhCFNYOoZYNTsvtTP8VEp7aOpwFcbuc5LdJnC6bdnxCY6W15jyW+nM/M0WPDjnkWVCNp7JBPmNjY0hj2nj7QDRUQUGla+4T5abjKhzmnl+yr1z3mMGkuc5ulleXq6P/uiPrnv37tXjjz8+bJ6Ss154/dMHP/jB2t7eHp4BO2Y1FXrVGbSdnQd7cX4eoKUtEItuhs1YBGEdoP+6neByfKQjHV2+NPseJm7HQcrOAH529nD1Gc92fQ8ODoa5vqlnDvudr04G6qgBoIVUnJ2dzcxVpp0e1Hf70pFbv7qJAHm+MSD1tcOEeeXDejFlNiKPzyuuvMNhg0oXiiezSWaW979OGJAhWtZz7J7dpwPeBP2xa7t7JYDDGGAUzmVRR89N9Y5s2Ycd0zTgjA2cdQCRMuuccD7vKvpy2TmLi4u1vr5eGxsb9fjjj9fdu3frscceG9079uzsrDY2NoZJ/tzDx9w+A1gnOxgt7XE6CyDJkqw0SQIlF3FUze5U1wGowSt1sBvFz76iHV2awscAf+pIMcu1/Ghfzk5wHZOYWUc6AnPr1q0ZRt2VDgPGCKJlwjO7unTnXqVce55ushlX3KE+FXWFUpj2NIeHh7W7u1tra2u1sLAw7DjmvFB6pI6ZdoBg0Mzz+O76eKZCgkcCikExZwv4u1l7Z4BjoJ15MPK2zD/kL7+Ty1xdXa3Nzc1h8MyzFbJk3Wwc3YY2GWG4DZeBcfbXZSXrlffFydy9e7de+cpX1hNPPFFPPvnkwPK5xrNQ2NVuf3+/7t69W3fu3BmirCeffHIAbYfbfHfe1yDrNADl4ODgwoCvwTDTYci8anbKnvd1MPDloBbyMujmoFnKNdNzPIdzchaQ68p39NQgZZtALkRLdhx5P3TOGIJec38GiJn6yEC8X+DpiDzbnHUfI40dmGYu+Dq6THnkFWlXOT7GhKsuvsMe4D08PBwS8d5fgfAmgZJ7dcDqkoqS9bQD6c7t2EQHuAm6yQ5STv49Wa3vaYU6ODgYllya3QIcKysrw6BRLgOd118umc/rmO5lMupkzbHLlHVMl/J+t2/frieeeKJe+cpX1ste9rK6d+/eMAfZjMqj7FXnL0dlL1lywC972csGZ9XVM52NQScZETMNHH5CTnL2iMEV4Es5mrEbVMyofa77Ij8Us3DnT7k2B8EoWXe3L9OO1hc/z98NZNTfqbDMEZ+dnQ3Lif0G7tPT8817DKgdQM5jvd05nX7Pw5yx8khMdwzhL2vEPGNDiAm6sF0PdKTRdznbMYPpPNrYuWMycKqgA0iz01T0fFYHuL7eqQRytmxK4s3fSSEAun4TsQ085dR5+WSG8wC3iwAuk+2YfPOe3b3yHnfv3q2XvOQl9TEf8zF17969YTUUxQzL7Tg9PZ2Zt7u+vj4MvLF5dve8LsWS8jTQA0Y5mIWTdL4yV2Vl2w10LLelLWauXR+l7vreFJ47Nvc9rzV7N+iO2Sm/dfn5dOL0GfU4ODgYIjzqYWJG7p7zsRmz73xe2mEHoGO6lzZ9HeC91oo0aL4r40qMVTjv40pacU9OTgYgWV9fH4SL8C1UM4aq84Efh1XJwDpFcN3HHEIColMGBki/jcHhXHacjaQDaq53znZ/f394pYmX9LLDPmvmSSV4kcfYIFTHgDwibuCdp1TI3MZq9pS60Cl8J6cOyH3dwsJCfdInfVJ9zMd8TL34xS8e2mtnl2Et9+bYxsZG3b17t17+8pfXi1/84nrxi188ytjnEQ0DIN9XV1dnRusd1cHYXDeYmlMVk8lkWDXmJdswcY/smwy4rU4xZJouScG8/3mGUyY4FrZlHXPKY2MCXUqD67H7k5OTevDgQe3t7dXu7u4w1xzGz7687MXLS0WfffbZmUh5rO+6/y/Dsk5GVy2PPE/3shDxUX5DwN5bd2lpafDq3rXIz8/vWU/+duGOnz0GBAZdA23mcXM6V6YUEnQxQAO5BxQB16Ojo9rb2xtkQzgJsPotxF68MNbWeX1gptOx2/ybpQPUq7CAlHcyH9fHx+/evVt3794dRrK79qYO8J3ZCrxdemNjo1ZWVmaAzwDm6+fpsJ+bMnRUA/A6r5pgaOYLePrclIfBzffJOlo3nQ7ocr9mi+g8z3O+mHt0+f+x+o4xe9ft7OxsiO66wbkchGPhCH9zt7fsq3TslznY7vgLAroGDCvuGNjltRZO1ygaCytgGllVDQNrCwsP55xawHhDFLJjHJ13zbolqzFodoNamU7Ao+bsC9qWTMGA7Xua1XrOLSuVYBfszJ+rzHIJc4LkWEjFx/MuO5AbAzX36Riz9nMv+31Mx/LeDIT5uVnnrkwmD0e9Nzc360UvetEwn5cXc5qh5rMdao9Fc+gk9bIxc423HMwd35zvxJn6+R2Q5WCpnbrtzjMrXCf03vuEcB+32fndrLNzsVnnzBlz/dg0RBOwra2tgXxRf971VlXD6jYiPjZg393dHZYtW3euglsu1wHVy8q1B9K60MHf02vksTGDpMO5DmFzDbkgQiuDi18p0jFbD0Ck4Y51hHd2wlsmQJqtOMGfTNfelu9cA1jz3R49Zz7gxWG2pBLYl9iMqFtSSV0yhIR5G3j5O5bLvaqe5OBOsqw8n5LOeYxhduCDntjR+Xy3fXl5udbW1urevXtDyOp5n5zrJaM4dN/XCySQZ7adZ5stAmIpKz8vV10yA8PtMMgBTPxuFonN+I26STCqLuagqYvvN5nMLgPm2blKjfrkgLevc3rBjHlra6vu378/kLCNjY2hfqenpzOgPZ0+zHXjpO7cuVOTycPdzrBX1912Zd26LIrJiOS6tvHI83Q7YJ1XYUpH8dP7VdUASpPJZHifE17VTBcDyOu7/JEneic4Z3EYn0Cbq2vMDtLY+c58RhzK2dnZzAbS3kiafQAwAAOpN2xhlL57DXw3W2Gs/8ZC2bH0wmVK5j69jFF0YR/FIDRWxkDXbZtXcFobGxvDdWb67gOeZ3llew2WWUfubfB1O3M8gvvaWVE3R0zZbwCK5eG6Yku0ycwVe+oGgQFi6wXzoD09z8+z40/QzXq7fvx+eHhY29vbdXBwMBAJO64cJGaqKVHxycnDzdQ9fa/Dqqvoin/vMOeq5cqg2y33G6uYPWzHjN1oFBXFAlwYKDg5Oan79+/XwsJC7ezs1Obm5jBCTz5zf3//grc0a3EbUilcrIR86GCDajcPN5lBMl46ncR/vqkhAX06PX+jK+x2aWlpGFn3q1hwRjaCLuKouviK8GRF3M8svQv9ElTdnzzHxzt2m+fmM3yew8os6RA8z9rOrysABlsYwsg8AOlnWqcsty6CMDixHaI39TbAZBQ0nU5n9pvmHEbpHbV5qpnrCftFDk578dLIqvPXzvMMyATpLoOcU4Rjjp7BTM+wcF95ULOzRVKGBwcHw+ZEu7u7wyIW2nNwcHCBXTtyJP3wxBNP1Pvf//5hwI3rrX98LkuNca2/j+nlWLn2QFo+0H8T/RFsx3jouG7Usmp253sEubu7O4AWuRvmoqKcPIc5fPa0CbrZ2fzvPFincAZJ/7Uh8eFeLIkkhYBSGtypA/U04PoFfpkzc3vG2pZ9mUbv/kL+V2G1qQtdSQA1kPM99eYq959Xt3nH/RtOhlzuwcHBzMwAnt05He/GltFCsrm8vmPoVedyN/s0SQGAc2/ptDWDso/xvXvFD8yee/EdPeZ8j+s4Akgy1bHBrl/ymIkOH+yJzbHyOkcEriNEZWVlpQ4ODmaeQZnnlMdKOtjrXP/Ib46gM/Ic/z7vXqenpzMTmv0MGBfgws5Zu7u7tbOzUwsLC8OgB6wXVpjeF1Zg9mKgcl0TNF2vqnMw9n6iObiQTJiPX38N682cII6DPBUzEhg0cxu5pmMaNpp5/dEZtr+PRQTz7tkxG0rHdm3ovt7KfBm4joF29mte46hqY2Ojzs4eTn3qoiTuw/ULCwvD6Hj2NeeYWLhOeR/XCZbulWCWhQf3OOZUAW31JvwmEDwj24aTp/7UA/v0/rRJEuhbA16CfKdL8/QE0CUSRM7kbM1u3S4KdSC3++DBg+F+SRIdmYyVBNWM5F4Q0O2U3kIde2hXWYTEqpGqGsLttbW1QcCM6MLyJpPJ0An379+fASbOs/JiON4xCYbSMUML0gBKQfG82oX2ZJ7X07scrvl+1I920F6cEc6EY5xvUHR7kuVmmJ0ftzudXYZLCXxddGPDv6z4+o4R5bkJpJbhwsLCDBB052W0Zac8mUxqfX196FdYHQ470whVs3qcetXpiZmxr3XbHd46N8sxQCcHPr2RkZ9XVTP7AzOP3YOBrpMdcE5/nGfntgNsAYJgELcTtNPD8WJv/lh2OSffb56hGHjJga+urg6bHzGoxuY5tsmufR1pSLu5SiTocu2BtDQWH+8MKT28qTxANJlMBgZIZ9mQycOwBV/V+XQbz+nNt6rasOgkh+UJVBa4QxyOA6weFDPT5YNh8DfTFH6rMMrE+nHa71kJZv0Z9nfphbE+u8xwsv3uywwf+c1/5+nKZeWyKGlMubNu+dtY2y07HBzgVfXQwDwv3H2YdTRD5S/1tR6Tc+zk4nr6N4fNOACAOHP3loMZqHXDkZzrbXClHgm23Xlp1z6n68vEhAQ1s2rXcZ7eux/seADdxcWHmyEB7jxjYWFhGKy3fXZ2MHbsIwK6nvpBQ8cM2QBAoxiZ92vBuS+vZUfYPMdesqoG70xedHd3d0bA5LsImeg0TzMzI7aCU1c+zid5YG0MdKkXHUs7mLxPjgn2CsA6V+ucbge0BuAuVHSxQnWDaBgyhcG9MdmPgUP+PlaPeWWeEnfK7zb4d+tOd51ZFv9vbm4O6YXt7e06Pj6emYrn6XsYb9dGdA/QTqZrMLYTQ4fyvkkMWCRjcLDTsG1mDrTq/GWX2DFL7iEvPC8Jg0HJttvldHk2b8mAOWeaD1ZMvRwdIh9Sazs7O8O9PdjbOVFk6Pox8O49u4maefkmK2Kpx5i+ZbGTuUp5pPTCGA3vFJvzvTMWjaLxeNuOuaV3I0TKUUgn+70CxS/z6+YU2jEk6FZV+0JJn2ODSbmgHOyJQDs8A8H52/ToHvizTOflpbt+GmO2/su15L0YKR7z4sl6x44luHTnJoB3wDuvHvOYbsd2Kc4n4xg3Nzdrd3d3BpgM7GPOw447FwzY+D1lzOdw72Su2UYzce7NIC12YVDj3KqaAetsA/rNczKt4FRDzu6hOM3ifqQuJhVj7Nr1gXiw86B/66KW1AWfkyRiOp0O6buq8/Eaomm/NslRjuXhvrtOuRbTzQZZCN25NBSQ3d3dnQFdg2nV7Fr/BBQERodlx8JKOd8swPdI4DJTdwfw7Nyfc16YwXOsXMyyYB7owsLCzP4IOROhG+CwAVk2OUDTMdJ5JUFwMpkMq9+c4umAoDuOIs7TjQ5gu3tn3bo8s+ttGXHcrCeBxvfkO28L/sAHPjCAS9XsVMNk1a5D1cVVcd2gU5cjtn6mzAw4RGneP3lnZ2dgcH65qmUJ8XFqwb93qQUPJBuAHM1ZX5EPS6khPJafc7h2Amb/BkruZUJEoW+79AO/+152Asiy6mHaknatrq4O8+UdsTotkWM9HUmYVx55P10fS/bgXOV0Oq39/f1hswqY4xh4O2meTNdCM+jmYEAOCHSsvGNIHYD59SuWAb97PidOgTepstqJGQic60Exh1wJRJaTUyKdRzdjG2N2HTBbcZk2tb+/Pxhvyib7zM/JQQ30IdtylQGI67IHtw89cshnmXpAhms8GLm8vFx7e3u1t7c380py7p2glTLyuXzPOa7ULxmUyUral3/3+9sMCk6xYSf+zvOQgRfhkFbygJtB0PZl4LJNWqc9JxndyDEOt5HfkSV9MZ1OBwbq+hItQhCQQRf52Dmn/tkpMIuFDbe4p50N4zqezZSzSuaVD2sT8/w9wyDyhZmvoaHuzAS0DhRTeCiHR9zHmFSCj+81dn/qlm22cRk0nUpg8QLziAFas9r8pKwtj475j/VRfs82d07I7fU+EulkzEYSDHy/6zLteWzXdR8rWT+OdXX1bz4XIGJbTOaFO81gx2ZQ7/oEmdoR2vA7djvGeFOPrXf0U05VtP1hKykv56qpk+0x+yvrQHsycrROjbVj3v1tYyZgLiY89If76TKb91/3kSOaZPkA8PLy8kxee3d3t65arr21o8EhwchMFa9aNbvCK6+bTqfDHgsWQAon/8eLVtWMp0smkh2cHdd1fMfYXA97dPJCDGSwugmgZfCuS5kkw0XOrqdTCcjS7eKcTrGz3qnQKVfA4Pj4uPb29mZ2MDNYdIM91H0eQGbbxvogjxng5gGvSwJbJ5OUPX370pe+tFZWVuq9733vEOkkg+O72ZXrZ6N3iss5RdetY2md8/IcWPQ0oxtPgzIoevaO2a9nESUb9fOd30xwc6rBjHlen46BbjqkbuDYGwSZyPmZHYaYXPg818H2lvWzriOnbgB0Xrn2QNplBmKhGCDoYDrNv+EtMjTqvJVzZmaYpv7cM9li1x6XBEUfM2h6MQas1m9pWF1dnVFue2Tu7bYgh87LZ91dRxtKOhmek8w3GZXDcDNuVv2dnJzM5AeT9XZ6MI9ldMY2do+rlmS5sDXLygadrDMNjNf33L9//8K7vpwb9D06uXSphGTLeR/XNT92PJyPnXVt469D4wRgmDK6tLCwMBPpOI9u4mVdGXPyqX/u4yRHGe267tQbcuMN+qtqZlpnV4eur/2cMZ1Kfe7sEJLm6YWXlWsPpGVJYOumbXHt0tLSTCKaTqNjAagMG7rQKz0h11rBOgPuwCDDpTRKOwRPz2GjFMA3F2HQ5szRdUbagUEHzhmyZRvnscnOgdnpmXmTpxrLiac8sx6XgWen9N2xy1jxGLNOGVrG6dg8e2YymdTGxkYtLy/Xi1/84nrw4EFtbW3NgG46wtTHlHXncJNAcJ5Zr2WSduZ7Wi5d/zs05nrsD9A9OzufEWR5Za7S4GWHne1NGXXEoAPitHVsGVvyKk3wxIPy87DCfT3GdMeOZTSZRMLjH5eVK5/pcCrL6en5FmsOqQk52JSGHX/oTDrCIRygNdZgOgaBJ0tGwZzrsuKOtY17u62TyWTIxeJlvZab17zAeg20lJwilMy7YzH87/DXdeR6GH6mbRIQEmSoi3O23Ht9fb3W19eHQU/PU3bp2GWnlF0xaIyFZVdlvMkgsw5mNrQ5Z4BMp7Mvf0SeL3/5ywc9Y/WSr/MAi9uVE/sBNNri+enoGKzSUyk7AMkZK51cYV9Vs/lJLzrA2XpZLDbJ1CnPFjJZyMVFPMdT1ZJpZj8n07Wd+t52OIuLi4PNra+vzzgo2pukzXLL9JBTNQn6nWNIu+K8dDCXlSuD7oMHDy4oGMI8Pj4eGru3tzcAJ2HK9vZ27ezszMxeODg4GO7BVJbJZFLPPfdcHRwc1Pb29gVv7oQ2wvaIppf1eb32GPsa+2tPjZLjUHAijJo6lcD1XV7JndiFvV14lsrH+f6OHHwObaBkmMoxh6Vc+4EPfKC2traGPS6Oj49rZ2enHczo2MpVmW6elyzXDtDFm9ufnZ3Vf/7P/7n+9//+3xccG8WDS9Tf2xB6QUuC9Onpad2/f7+ef/75YdzBoOdBKI+AG9jcTzzHC2ncFnQ3mZhBwf1sW+B/nmcdNsi6vlWzO6i53Z5B5P7pxiGoY8fosz+pZ7bRcrKu8bJa40pV1dbWVlXVsEkRqTxww84Ae0WfTXQ6Bu76jOl3Ovhnn322rlomY+zv/9z4+vN2bspNuSk35f/nZTqdjlLfyzePvCk35abclJvyu1ZuQPem3JSbclM+gmVueuGm3JSbclNuyu9uuWG6N+Wm3JSb8hEsN6B7U27KTbkpH8FyA7o35abclJvyESw3oHtTbspNuSkfwXIDujflptyUm/IRLDege1Nuyk25KR/B8v8AIsCZBMGV7sYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#定义测试的dataset和dataloader\n",
    "\n",
    "#定义文件dataset\n",
    "testing_dir = \"./data/faces/testing/\"  #测试集地址\n",
    "folder_dataset_test = torchvision.datasets.ImageFolder(root=testing_dir)\n",
    "\n",
    "#定义图像dataset\n",
    "transform_test = transforms.Compose([transforms.Resize((100,100)), \n",
    "                                     transforms.ToTensor()])\n",
    "siamese_dataset_test = SiameseNetworkDataset(imageFolderDataset=folder_dataset_test,\n",
    "                                        transform=transform_test,\n",
    "                                        should_invert=False)\n",
    "\n",
    "#定义图像dataloader\n",
    "test_dataloader = DataLoader(siamese_dataset_test,\n",
    "                            shuffle=True,\n",
    "                            batch_size=1)\n",
    "\n",
    "\n",
    "#生成对比图像\n",
    "dataiter = iter(test_dataloader)\n",
    "x0,_,_ = next(dataiter)\n",
    "\n",
    "for i in range(10):\n",
    "    _,x1,label2 = next(dataiter)\n",
    "    concatenated = torch.cat((x0,x1),0)\n",
    "    output1,output2 = net(x0.cuda(),x1.cuda())\n",
    "    euclidean_distance = F.pairwise_distance(output1, output2)\n",
    "    imshow(torchvision.utils.make_grid(concatenated),'Dissimilarity: {:.2f}'.format(euclidean_distance.item()))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "rolled-allowance",
   "metadata": {},
   "source": [
    "# 保存模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "adult-plant",
   "metadata": {},
   "outputs": [],
   "source": [
    "#只保存参数\n",
    "torch.save(net.state_dict(),\"model_param.pth\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "integral-leone",
   "metadata": {},
   "outputs": [],
   "source": [
    "#保存模型和参数\n",
    "torch.save(net, 'model_all.pth')  # 保存整个神经网络的结构和模型参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bacterial-knowing",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
